Pothole Detection System using reusable libraries

by sarvan

Potholes are formed on roads due to wear and tear or weathering of roads. They cause discomforts to commuters and deaths due to vehicle accidents. There are numerous use cases to detect a pothole. Cameras installed on vehicles can see potholes on roads in real-time and help drivers to avoid them. The steps for building a pothole detection system are as follows: 1. Data acquisition and preparation 2. Model training and evaluation 3. Model deployment for real-time detection Some of the libraries can help you create applications to reduce accidents and discomforts by detecting potholes.

Use the open source, cloud APIs, or public libraries listed below in your application development based on your technology preferences, such as primary language. The below list also provides a view of the components' rating on different dimensions such as community support availability, security vulnerability, and overall quality, helping you make an informed choice for implementation and maintenance of your application. Please review the components carefully, having a no license alert or proprietary license, and use them appropriately in your applications. Please check the component page for the exact license of the component. You can also get information on the component's features, installation steps, top code snippets, and top community discussions on the component details page. The links to package managers are listed for download, where packages are readily available. Otherwise, build from the respective repositories for use in your application. You can also use the source code from the repositories in your applications based on the respective license types.

Data acquisition and preparation

V

VoTTby microsoft

Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.

TypeScript Updated: 6 mo ago License: Permissive

Support
Quality
Security
License
Reuse
d

detectron2by facebookresearch

Detectron2 is FAIR's next-generation platform for object detection, segmentation and other visual recognition tasks.

Python Updated: 3 mo ago License: Permissive

Support
Quality
Security
License
Reuse
m

maskrcnn-benchmarkby facebookresearch

Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

Python Updated: 6 mo ago License: Permissive

Support
Quality
Security
License
Reuse
d

detrby facebookresearch

End-to-End Object Detection with Transformers

Python Updated: 3 mo ago License: Permissive

Support
Quality
Security
License
Reuse
C

CenterNetby xingyizhou

Object detection, 3D detection, and pose estimation using center point detection:

Python Updated: 5 mo ago License: Permissive

Support
Quality
Security
License
Reuse
m

myvisionby OvidijusParsiunas

Computer vision based ML training data generation tool :rocket:

JavaScript Updated: 7 mo ago License: Strong Copyleft

Support
Quality
Security
License
Reuse
O

OpenLabelingby Cartucho

Label images and video for Computer Vision applications

Python Updated: 3 d ago License: Permissive

Support
Quality
Security
License
Reuse

Model deployment for realtime detection

s

servingby tensorflow

A flexible, high-performance serving system for machine learning models

C++ Updated: 4 mo ago License: Permissive

Support
Quality
Security
License
Reuse
t

tensorfxby TensorLab

TensorFlow framework for training and serving machine learning models

Python Updated: 1 y ago License: Permissive

Support
Quality
Security
License
Reuse
m

modelsby IntelAI

Model Zoo for Intel® Architecture: contains Intel optimizations for running deep learning workloads on Intel® Xeon® Scalable processors

Python Updated: 7 mo ago License: Permissive

Support
Quality
Security
License
Reuse
n

nnfusionby microsoft

A flexible and efficient deep neural network (DNN) compiler that generates high-performance executable from a DNN model description.

C++ Updated: 1 d ago License: Permissive

Support
Quality
Security
License
Reuse
p

pamelaby dollabs

Probabalistic Advanced Modeling and Execution Learning Architecture

HTML Updated: 8 mo ago License: Permissive

Support
Quality
Security
License
Reuse
I

InnerEye-DeepLearningby microsoft

Medical Imaging Deep Learning library to train and deploy models on Azure Machine Learning

Python Updated: 1 d ago License: Permissive

Support
Quality
Security
License
Reuse

Model training and evaluation

T

TensorFlow-Object-Detection-API-Tutorial-Train-Multiple-Objects-Windows-10by EdjeElectronics

How to train a TensorFlow Object Detection Classifier for multiple object detection on Windows

Python Updated: 6 mo ago License: Permissive

Support
Quality
Security
License
Reuse
n

nniby microsoft

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

Python Updated: 8 d ago License: Permissive

Support
Quality
Security
License
Reuse
a

autogluonby awslabs

AutoGluon: AutoML for Text, Image, and Tabular Data

Python Updated: 0 d ago License: Permissive

Support
Quality
Security
License
Reuse
s

spacy-transformersby explosion

🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy

Python Updated: 3 mo ago License: Permissive

Support
Quality
Security
License
Reuse
T

TensorFlow-Lite-Object-Detection-on-Android-and-Raspberry-Piby EdjeElectronics

A tutorial showing how to train, convert, and run TensorFlow Lite object detection models on Android devices, the Raspberry Pi, and more!

Python Updated: 6 mo ago License: No License

Support
Quality
Security
License
Reuse
d

dist-kerasby cerndb

Distributed Deep Learning, with a focus on distributed training, using Keras and Apache Spark.

Python Updated: 7 mo ago License: Strong Copyleft

Support
Quality
Security
License
Reuse
m

mindinsightby mindspore-ai

A visual dashboard for model tuning.

Python Updated: 5 mo ago License: Permissive

Support
Quality
Security
License
Reuse
Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from
over 430 million Knowledge Items