Guiding Application for Visually Impaired using reusable libraries

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by Nathina dot icon Updated: Sep 20, 2021

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Globally, there are 2.2 billion people with vision impairment. They are facing constant challenges like navigating from one place to another on their own. They are dependent on another individual for accessing their basic day-to-day needs. So, it's a pretty challenging task. You can customize and use the following libraries to develop applications for guiding visually impaired people to move places. The application will show the visually impaired user the object's name, direction, and distance around them and help them navigate. Following are the steps to be followed for building the solution, 1. Object Detection 2. Accessing Cameras 3. Image Processing 4. Measuring the Distance

Accessing the Cameras

These libraries are used to access the camera for taking images for object detection.

droidCamby shelDev

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android camera access for mobile app dev

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            droidCamby shelDev

            Java doticon star image 3 doticonVersion:Currentdoticon License: Permissive (MIT)

            android camera access for mobile app dev
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                      sandriosCameraby sandrios

                      Java doticonstar image 185 doticonVersion:1.2.6doticon
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                      Easy integration of camera for image and video capturing with Image Picker.

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                                sandriosCameraby sandrios

                                Java doticon star image 185 doticonVersion:1.2.6doticon License: Permissive (MIT)

                                Easy integration of camera for image and video capturing with Image Picker.
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                                          camerakit-androidby CameraKit

                                          C doticonstar image 5245 doticonVersion:v0.13.5doticon
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                                          Library for Android Camera 1 and 2 APIs. Massively increase stability and reliability of photo and video capture on all Android devices.

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                                                    camerakit-androidby CameraKit

                                                    C doticon star image 5245 doticonVersion:v0.13.5doticon License: Permissive (MIT)

                                                    Library for Android Camera 1 and 2 APIs. Massively increase stability and reliability of photo and video capture on all Android devices.
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                                                              CameraViewby natario1

                                                              Java doticonstar image 4642 doticonVersion:v2.7.2doticon
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                                                              📸 A well documented, high-level Android interface that makes capturing pictures and videos easy, addressing all of the common issues and needs. Real-time filters, gestures, watermarks, frame processing, RAW, output of any size.

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                                                                        CameraViewby natario1

                                                                        Java doticon star image 4642 doticonVersion:v2.7.2doticon License: Others (Non-SPDX)

                                                                        📸 A well documented, high-level Android interface that makes capturing pictures and videos easy, addressing all of the common issues and needs. Real-time filters, gestures, watermarks, frame processing, RAW, output of any size.
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                                                                                  android-hidden-cameraby kevalpatel2106

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                                                                                  This library is to take picture using camera without camera preview.

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                                                                                            android-hidden-cameraby kevalpatel2106

                                                                                            Java doticon star image 347 doticonVersion:v1.3.5doticon License: Permissive (Apache-2.0)

                                                                                            This library is to take picture using camera without camera preview.
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                                                                                                      Anncaby memfis19

                                                                                                      Java doticonstar image 169 doticonVersion:0.3.2doticon
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                                                                                                      Android library to simplify work with camera for video and photo with using different camera apis.

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                                                                                                                Anncaby memfis19

                                                                                                                Java doticon star image 169 doticonVersion:0.3.2doticon License: Permissive (MIT)

                                                                                                                Android library to simplify work with camera for video and photo with using different camera apis.
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                                                                                                                          Cameraby duanhong169

                                                                                                                          Java doticonstar image 125 doticonVersion:1.0.3doticon
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                                                                                                                          📸 Use Android camera to take pictures and videos, based on `camera2` api.

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                                                                                                                                    Cameraby duanhong169

                                                                                                                                    Java doticon star image 125 doticonVersion:1.0.3doticon License: Permissive (Apache-2.0)

                                                                                                                                    📸 Use Android camera to take pictures and videos, based on `camera2` api.
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                                                                                                                                              Measuring the Distance

                                                                                                                                              These libraries are used to measure the distance between camera and object.

                                                                                                                                              Java doticonstar image 7 doticonVersion:4.2.1doticon
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                                                                                                                                              A Java library for representing latitude, longitude and cardinal points of the compass, and calculating distance and bearing between points

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                                                                                                                                                        java-GeographicCoordinateby kloverde

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                                                                                                                                                        A Java library for representing latitude, longitude and cardinal points of the compass, and calculating distance and bearing between points
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                                                                                                                                                                  Android sample app which provides distance of an object from the camera.

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                                                                                                                                                                            android-object-distanceby rizasif

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                                                                                                                                                                            Android sample app which provides distance of an object from the camera.
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                                                                                                                                                                                      MeasureCamby DhananjaiH

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                                                                                                                                                                                      Android application that uses the device camera to measure object dimensions

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                                                                                                                                                                                                MeasureCamby DhananjaiH

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                                                                                                                                                                                                Android application that uses the device camera to measure object dimensions
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                                                                                                                                                                                                          Object Detection

                                                                                                                                                                                                          These libraries are used to detect the objects in the image.

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                                                                                                                                                                                                          Developed an android application using ML kit of firebase having 1. text recognition(Recognize and extract text from images) 2.image labeling (Identify objects, locations, activities, animal species, products) 3. Object detection and tracking(Detect, track and classify objects in live camera and static images))

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                                                                                                                                                                                                                    Machine-learning-android-appby Sarthak-Sethi

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                                                                                                                                                                                                                    Developed an android application using ML kit of firebase having 1. text recognition(Recognize and extract text from images) 2.image labeling (Identify objects, locations, activities, animal species, products) 3. Object detection and tracking(Detect, track and classify objects in live camera and static images))
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                                                                                                                                                                                                                              :camera: Object detection with OpenCV on Java. DNN, HaarCascade, Template Matching, Color Detection etc.

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                                                                                                                                                                                                                                        opencv-object-detectionby mesutpiskin

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                                                                                                                                                                                                                                        :camera: Object detection with OpenCV on Java. DNN, HaarCascade, Template Matching, Color Detection etc.
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                                                                                                                                                                                                                                                            Image SSD object detection in Java using Tensorrflow
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                                                                                                                                                                                                                                                                                Spring Boot and Tensorflow demos for Image-Recognition, Pose-Estimation, Object-Detection, Instance-Segmentation
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                                                                                                                                                                                                                                                                                                              Fast-moving object detection on Android

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                                                                                                                                                                                                                                                                                                                        Fast-moving object detection on Android
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                                                                                                                                                                                                                                                                                                                                            Android YOLO real time object detection sample application with Tensorflow mobile.
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                                                                                                                                                                                                                                                                                                                                                      This is sample code for object detection using OpenCV on android

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                                                                                                                                                                                                                                                                                                                                                                OpenCV-Android-Object-Detectionby akshika47

                                                                                                                                                                                                                                                                                                                                                                Java doticon star image 73 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                This is sample code for object detection using OpenCV on android
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                                                                                                                                                                                                                                                                                                                                                                          Real time object detection Android application using OpenCV 4.1 and YOLOv3.

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                                                                                                                                                                                                                                                                                                                                                                                    AndroidObjectDetection-OpenCVby matteomedioli

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                                                                                                                                                                                                                                                                                                                                                                                    Real time object detection Android application using OpenCV 4.1 and YOLOv3.
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                                                                                                                                                                                                                                                                                                                                                                                              object-detection-androidby cloud-annotations

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                                                                                                                                                                                                                                                                                                                                                                                              📱 Custom Object Detection with TensorFlow Lite (not Real-Time)

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                                                                                                                                                                                                                                                                                                                                                                                                        Java doticon star image 34 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                        📱 Custom Object Detection with TensorFlow Lite (not Real-Time)
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                                                                                                                                                                                                                                                                                                                                                                                                                  TensorFlow Lite SSD (Object Detection) Minimal Working Example for iOS and Android

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                                                                                                                                                                                                                                                                                                                                                                                                                            tfliteSSDminimalWorkingExampleby baxterai

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                                                                                                                                                                                                                                                                                                                                                                                                                            TensorFlow Lite SSD (Object Detection) Minimal Working Example for iOS and Android
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                                                                                                                                                                                                                                                                                                                                                                                                                                      tfjs-examplesby tensorflow

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                                                                                                                                                                                                                                                                                                                                                                                                                                      Examples built with TensorFlow.js

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                                                                                                                                                                                                                                                                                                                                                                                                                                                Examples built with TensorFlow.js
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                                                                                                                                                                                                                                                                                                                                                                                                                                                          jeelizARby jeeliz

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                                                                                                                                                                                                                                                                                                                                                                                                                                                          JavaScript object detection lightweight library for augmented reality (WebXR demos included). It uses convolutional neural networks running on the GPU with WebGL.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    JavaScript object detection lightweight library for augmented reality (WebXR demos included). It uses convolutional neural networks running on the GPU with WebGL.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Using the TensorFlow Object Detection API and Cloud ML Engine to build a Taylor Swift detector

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        tswift-detectionby sararob

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Using the TensorFlow Object Detection API and Cloud ML Engine to build a Taylor Swift detector
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Node-RED node with a TensorFlow.js Object Detection model

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            node-red-tensorflowjsby IBM

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            JavaScript doticon star image 102 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Node-RED node with a TensorFlow.js Object Detection model
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      JavaScript doticonstar image 11 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Node.js API for Image object detection using tensorflow.js

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                image_object_detection_tensor_apiby overflowjs-com

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                JavaScript doticon star image 11 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Node.js API for Image object detection using tensorflow.js
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          JavaScript doticonstar image 1 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Object detection model that aims to localize and identify multiple objects in a single image.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Object-Detection-with-TensorFlowby Ahmetaksungur

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    JavaScript doticon star image 1 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Object detection model that aims to localize and identify multiple objects in a single image.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              tfjs-yolo-tinyby ModelDepot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              JavaScript doticonstar image 472 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              In-Browser Object Detection using Tiny YOLO on Tensorflow.js

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        tfjs-yolo-tinyby ModelDepot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        JavaScript doticon star image 472 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        In-Browser Object Detection using Tiny YOLO on Tensorflow.js
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  object-detection-reactby cloud-annotations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  JavaScript doticonstar image 249 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ⚛️ Real-Time Custom Object Detection with TensorFlow.js

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            object-detection-reactby cloud-annotations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            JavaScript doticon star image 249 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            ⚛️ Real-Time Custom Object Detection with TensorFlow.js
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      acfby elucideye

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      C++ doticonstar image 49 doticonVersion:v0.1.16doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Aggregated Channel Feature object detection in C++ and OpenGL ES 2.0 based on https://github.com/pdollar/toolbox

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                acfby elucideye

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                C++ doticon star image 49 doticonVersion:v0.1.16doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Aggregated Channel Feature object detection in C++ and OpenGL ES 2.0 based on https://github.com/pdollar/toolbox
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Image Processing

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          These libraries are used to process the captured image.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          foodemyby royal10march

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Java doticonstar image 3 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Recipe search engine with textual input along with image recognition using google's cloud vision api.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    foodemyby royal10march

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Java doticon star image 3 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Recipe search engine with textual input along with image recognition using google's cloud vision api.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              BoofCVby lessthanoptimal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Java doticonstar image 969 doticonVersion:v0.43.1doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              no licences License: No License (null)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Fast computer vision library for SFM, calibration, fiducials, tracking, image processing, and more.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        BoofCVby lessthanoptimal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Java doticon star image 969 doticonVersion:v0.43.1doticonno licences License: No License

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Fast computer vision library for SFM, calibration, fiducials, tracking, image processing, and more.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Java doticonstar image 887 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  An Android image processor library providing a variety of image transformations for Fresco.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            fresco-processorsby wasabeef

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Java doticon star image 887 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            An Android image processor library providing a variety of image transformations for Fresco.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Java doticonstar image 277 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      A framework for speeding up image processing on android devices by taking advantage of shaders on the GPU.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                AndroidFastImageProcessingby chrisbatt

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Java doticon star image 277 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                A framework for speeding up image processing on android devices by taking advantage of shaders on the GPU.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          imglib2by imglib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Java doticonstar image 257 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          A generic next-generation Java library for image processing

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    imglib2by imglib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Java doticon star image 257 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    A generic next-generation Java library for image processing
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