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Pothole Detection System using reusable libraries

by sarvan Updated: Sep 1, 2021

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.

Data acquisition and preparation

VoTTby microsoft

TypeScript star image 3348 Version:v2.2.0

License: Permissive (MIT)

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

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VoTTby microsoft

TypeScript star image 3348 Version:v2.2.0 License: Permissive (MIT)

Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.
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detectron2by facebookresearch

Python star image 17833 Version:v0.5

License: Permissive (Apache-2.0)

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

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detectron2by facebookresearch

Python star image 17833 Version:v0.5 License: Permissive (Apache-2.0)

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

Python star image 8376 Version:v0.1

License: Permissive (MIT)

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

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maskrcnn-benchmarkby facebookresearch

Python star image 8376 Version:v0.1 License: Permissive (MIT)

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

Python star image 7464 Version:v0.2

License: Permissive (Apache-2.0)

End-to-End Object Detection with Transformers

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detrby facebookresearch

Python star image 7464 Version:v0.2 License: Permissive (Apache-2.0)

End-to-End Object Detection with Transformers
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CenterNetby xingyizhou

Python star image 5721 Version:Current

License: Permissive (MIT)

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

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CenterNetby xingyizhou

Python star image 5721 Version:Current License: Permissive (MIT)

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

JavaScript star image 475 Version:1.0.0

License: Strong Copyleft (GPL-3.0)

Computer vision based ML training data generation tool :rocket:

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myvisionby OvidijusParsiunas

JavaScript star image 475 Version:1.0.0 License: Strong Copyleft (GPL-3.0)

Computer vision based ML training data generation tool :rocket:
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OpenLabelingby Cartucho

Python star image 775 Version:v1.3

License: Permissive (Apache-2.0)

Label images and video for Computer Vision applications

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OpenLabelingby Cartucho

Python star image 775 Version:v1.3 License: Permissive (Apache-2.0)

Label images and video for Computer Vision applications
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Model deployment for realtime detection

servingby tensorflow

C++ star image 5367 Version:2.6.3

License: Permissive (Apache-2.0)

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

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servingby tensorflow

C++ star image 5367 Version:2.6.3 License: Permissive (Apache-2.0)

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

Python star image 189 Version:Current

License: Permissive (Apache-2.0)

TensorFlow framework for training and serving machine learning models

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tensorfxby TensorLab

Python star image 189 Version:Current License: Permissive (Apache-2.0)

TensorFlow framework for training and serving machine learning models
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modelsby IntelAI

Python star image 354 Version:v2.6.1

License: Permissive (Apache-2.0)

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

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modelsby IntelAI

Python star image 354 Version:v2.6.1 License: Permissive (Apache-2.0)

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

C++ star image 646 Version:v0.4

License: Permissive (MIT)

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

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nnfusionby microsoft

C++ star image 646 Version:v0.4 License: Permissive (MIT)

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

HTML star image 237 Version:Current

License: Permissive (Apache-2.0)

Probabalistic Advanced Modeling and Execution Learning Architecture

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pamelaby dollabs

HTML star image 237 Version:Current License: Permissive (Apache-2.0)

Probabalistic Advanced Modeling and Execution Learning Architecture
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InnerEye-DeepLearningby microsoft

Python star image 414 Version:v0.3

License: Permissive (MIT)

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

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InnerEye-DeepLearningby microsoft

Python star image 414 Version:v0.3 License: Permissive (MIT)

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

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

Python star image 2678 Version:Current

License: Permissive (Apache-2.0)

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

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

Python star image 2678 Version:Current License: Permissive (Apache-2.0)

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

Python star image 11358 Version:v2.7

License: Permissive (MIT)

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

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nniby microsoft

Python star image 11358 Version:v2.7 License: Permissive (MIT)

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

Python star image 4341 Version:v0.4.0

License: Permissive (Apache-2.0)

AutoGluon: AutoML for Image, Text, and Tabular Data

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autogluonby awslabs

Python star image 4341 Version:v0.4.0 License: Permissive (Apache-2.0)

AutoGluon: AutoML for Image, Text, and Tabular Data
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spacy-transformersby explosion

Python star image 1031 Version:v1.0.6

License: Permissive (MIT)

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

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spacy-transformersby explosion

Python star image 1031 Version:v1.0.6 License: Permissive (MIT)

🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
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TensorFlow-Lite-Object-Detection-on-Android-and-Raspberry-Piby EdjeElectronics

Python star image 939 Version:Current

License: No License (null)

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

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

Python star image 939 Version:Current License: No License

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

Python star image 615 Version:0.2.1

License: Strong Copyleft (GPL-3.0)

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

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dist-kerasby cerndb

Python star image 615 Version:0.2.1 License: Strong Copyleft (GPL-3.0)

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

Python star image 90 Version:Current

License: Permissive (Apache-2.0)

A visual dashboard for model tuning.

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mindinsightby mindspore-ai

Python star image 90 Version:Current License: Permissive (Apache-2.0)

A visual dashboard for model tuning.
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