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The Top 2,552 Object Detection Open Source Projects on Github

Categories > Artificial Intelligence > Object Detection
Mask_rcnn ⭐ 20,607
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
Yolov5 ⭐ 17,654
YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
Mmdetection ⭐ 16,936
OpenMMLab Detection Toolbox and Benchmark
Darknet ⭐ 16,760
YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet )
Deep_learning_object_detection ⭐ 10,156
A paper list of object detection using deep learning.
Albumentations ⭐ 9,001
Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
Computervision Recipes ⭐ 8,122
Best Practices, code samples, and documentation for Computer Vision.
Cvpr2021 Paper Code Interpretation ⭐ 7,531
cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集，极市团队整理
Yolov3 ⭐ 7,374
YOLOv3 in PyTorch > ONNX > CoreML > TFLite
Ailab ⭐ 6,819
Experience, Learn and Code the latest breakthrough innovations with Microsoft AI
Tensorlayer ⭐ 6,735
Deep Learning and Reinforcement Learning Library for Scientists and Engineers 🔥
Awesome Object Detection ⭐ 6,508
Awesome Object Detection based on handong1587 github: https://handong1587.github.io/deep_learning/2015/10/09/object-detection.html
Imageai ⭐ 6,467
A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
Cvpr2021 Papers With Code ⭐ 5,982
CVPR 2021 论文和开源项目合集
Darkflow ⭐ 5,905
Translate darknet to tensorflow. Load trained weights, retrain/fine-tune using tensorflow, export constant graph def to mobile devices
Jetson Inference ⭐ 5,015
Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
Yet Another Efficientdet Pytorch ⭐ 4,892
The pytorch re-implement of the official efficientdet with SOTA performance in real time and pretrained weights.
Swin Transformer ⭐ 4,891
This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
Gluon Cv ⭐ 4,849
Gluon CV Toolkit
Paddledetection ⭐ 4,745
Object detection and instance segmentation toolkit based on PaddlePaddle.
Deep Learning For Image Processing ⭐ 4,712
deep learning for image processing including classification and object-detection etc.
Automl ⭐ 4,690
Google Brain AutoML
Yolox ⭐ 4,473
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
Caffe ⭐ 4,416
Caffe: a fast open framework for deep learning.
Daily Paper Computer Vision ⭐ 4,415
记录每天整理的计算机视觉/深度学习/机器学习相关方向的论文
Ssd.pytorch ⭐ 4,094
A PyTorch Implementation of Single Shot MultiBox Detector
Ssd Tensorflow ⭐ 4,049
Single Shot MultiBox Detector in TensorFlow
Object Detection Metrics ⭐ 3,775
Most popular metrics used to evaluate object detection algorithms.
Autogluon ⭐ 3,719
AutoGluon: AutoML for Text, Image, and Tabular Data
Tf Faster Rcnn ⭐ 3,595
Tensorflow Faster RCNN for Object Detection
Vott ⭐ 3,583
Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.
Tensorflow Yolov3 ⭐ 3,457
🔥 TensorFlow Code for technical report: "YOLOv3: An Incremental Improvement"
Nanodet ⭐ 3,414
⚡Super fast and lightweight anchor-free object detection model. 🔥Only 980 KB(int8) / 1.8MB (fp16) and run 97FPS on cellphone🔥
Simple Faster Rcnn Pytorch ⭐ 3,107
A simplified implemention of Faster R-CNN that replicate performance from origin paper
Frigate ⭐ 3,070
NVR with realtime local object detection for IP cameras
Simpledet ⭐ 2,937
A Simple and Versatile Framework for Object Detection and Instance Recognition
Easy Tensorflow ⭐ 2,844
Simple and comprehensive tutorials in TensorFlow
Catalyst ⭐ 2,749
Accelerated deep learning R&D
Pytorch Yolo V3 ⭐ 2,720
A PyTorch implementation of the YOLO v3 object detection algorithm
Fcos ⭐ 2,719
FCOS: Fully Convolutional One-Stage Object Detection (ICCV'19)
Ownphotos ⭐ 2,574
Self hosted alternative to Google Photos
Layout Parser ⭐ 2,554
A Unified Toolkit for Deep Learning Based Document Image Analysis
Adelaidet ⭐ 2,397
AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.
Awesome Satellite Imagery Datasets ⭐ 2,345
🛰️ List of satellite image training datasets with annotations for computer vision and deep learning
Luminoth ⭐ 2,315
Deep Learning toolkit for Computer Vision.
Deepdetect ⭐ 2,281
Deep Learning API and Server in C++14 support for Caffe, Caffe2, PyTorch,TensorRT, Dlib, NCNN, Tensorflow, XGBoost and TSNE
Yolov3 Tf2 ⭐ 2,277
YoloV3 Implemented in Tensorflow 2.0
Map ⭐ 2,143
mean Average Precision - This code evaluates the performance of your neural net for object recognition.
Openpcdet ⭐ 2,050
OpenPCDet Toolbox for LiDAR-based 3D Object Detection.
Make Sense ⭐ 2,027
Free to use online tool for labelling photos. https://makesense.ai
Deep Learning For Tracking And Detection ⭐ 1,873
Collection of papers, datasets, code and other resources for object tracking and detection using deep learning
Tensorflow Yolov4 Tflite ⭐ 1,806
YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.0, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite
Yolo_v3_tutorial_from_scratch ⭐ 1,797
Accompanying code for Paperspace tutorial series "How to Implement YOLO v3 Object Detector from Scratch"
Iccv2021 Paper Code Interpretation ⭐ 1,653
ICCV2021/2019/2017 论文/代码/解读/直播合集，极市团队整理
Mmdetection3d ⭐ 1,641
OpenMMLab's next-generation platform for general 3D object detection.
A Pytorch Tutorial To Object Detection ⭐ 1,588
SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection
Scaledyolov4 ⭐ 1,574
Scaled-YOLOv4: Scaling Cross Stage Partial Network
Ssd_keras ⭐ 1,562
A Keras port of Single Shot MultiBox Detector
Tensorflow2.0 Examples ⭐ 1,526
🙄 Difficult algorithm, Simple code.
Keras Yolo3 ⭐ 1,519
Training and Detecting Objects with YOLO3
Centernet ⭐ 1,514
Codes for our paper "CenterNet: Keypoint Triplets for Object Detection" .
Mobilenet Yolo ⭐ 1,484
MobileNetV2-YoloV3-Nano: 0.5BFlops 3MB HUAWEI P40: 6ms/img, YoloFace-500k:0.1Bflops 420KB🔥🔥🔥
Mlkit ⭐ 1,456
A collection of sample apps to demonstrate how to use Google's ML Kit APIs on Android and iOS
Sod ⭐ 1,449
An Embedded Computer Vision & Machine Learning Library (CPU Optimized & IoT Capable)
Efficientdet.pytorch ⭐ 1,408
Implementation EfficientDet: Scalable and Efficient Object Detection in PyTorch
Yolov3_tensorflow ⭐ 1,392
Complete YOLO v3 TensorFlow implementation. Support training on your own dataset.
Raster Vision ⭐ 1,389
An open source framework for deep learning on satellite and aerial imagery.
Yolo_mark ⭐ 1,384
GUI for marking bounded boxes of objects in images for training neural network Yolo v3 and v2
Refinedet ⭐ 1,345
Single-Shot Refinement Neural Network for Object Detection, CVPR, 2018
Second.pytorch ⭐ 1,319
SECOND for KITTI/NuScenes object detection
Darknet_ros ⭐ 1,317
YOLO ROS: Real-Time Object Detection for ROS
Votenet ⭐ 1,296
Deep Hough Voting for 3D Object Detection in Point Clouds
Lightning Flash ⭐ 1,247
Your PyTorch AI Factory - Flash enables you to easily configure and run complex AI recipes for over 15 tasks across 7 data domains
Solo ⭐ 1,244
SOLO and SOLOv2 for instance segmentation, ECCV 2020 & NeurIPS 2020.
Yolov4 Pytorch ⭐ 1,240
This is a pytorch repository of YOLOv4, attentive YOLOv4 and mobilenet YOLOv4 with PASCAL VOC and COCO
Mish ⭐ 1,164
Official Repsoitory for "Mish: A Self Regularized Non-Monotonic Neural Activation Function" [BMVC 2020]
Yolov3 Model Pruning ⭐ 1,149
在 oxford hand 数据集上对 YOLOv3 做模型剪枝（network slimming）
Pytorch Toolbelt ⭐ 1,138
PyTorch extensions for fast R&D prototyping and Kaggle farming
Pytorch Ssd ⭐ 1,132
MobileNetV1, MobileNetV2, VGG based SSD/SSD-lite implementation in Pytorch 1.0 / Pytorch 0.4. Out-of-box support for retraining on Open Images dataset. ONNX and Caffe2 support. Experiment Ideas like CoordConv.
Det3d ⭐ 1,128
A general 3D object detection codebse.
Efficientdet Pytorch ⭐ 1,113
A PyTorch impl of EfficientDet faithful to the original Google impl w/ ported weights
Involution ⭐ 1,106
[CVPR 2021] Involution: Inverting the Inherence of Convolution for Visual Recognition, a brand new neural operator
Ssd_keras ⭐ 1,061
Port of Single Shot MultiBox Detector to Keras
Panet ⭐ 1,054
PANet for Instance Segmentation and Object Detection
Medicaldetectiontoolkit ⭐ 1,034
The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
Photonix ⭐ 1,034
A modern, web-based photo management server. Run it on your home server and it will let you find the right photo from your collection on any device. Smart filtering is made possible by object recognition, face recognition, location awareness, color analysis and other ML algorithms.
Tensorflow_object_counting_api ⭐ 1,023
🚀 The TensorFlow Object Counting API is an open source framework built on top of TensorFlow and Keras that makes it easy to develop object counting systems!
Cv Pretrained Model ⭐ 991
A collection of computer vision pre-trained models.
Frustum Pointnets ⭐ 974
Frustum PointNets for 3D Object Detection from RGB-D Data
Ssd ⭐ 971
High quality, fast, modular reference implementation of SSD in PyTorch
Tensornets ⭐ 968
High level network definitions with pre-trained weights in TensorFlow
Smart_construction ⭐ 957
Head Person Helmet Detection on Construction Sites，基于目标检测工地安全帽和禁入危险区域识别系统，🚀😆附 YOLOv5 训练自己的数据集超详细教程🚀😆2021.3新增可视化界面❗❗
Gcnet ⭐ 926
GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond
Channel Pruning ⭐ 921
Channel Pruning for Accelerating Very Deep Neural Networks (ICCV'17)
Weighted Boxes Fusion ⭐ 910
Set of methods to ensemble boxes from different object detection models, including implementation of "Weighted boxes fusion (WBF)" method.
Videoflow ⭐ 885
Python framework that facilitates the quick development of complex video analysis applications and other series-processing based applications in a multiprocessing environment.
Getting Things Done With Pytorch ⭐ 873
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BERT.
Cascade Rcnn ⭐ 866
Caffe implementation of multiple popular object detection frameworks
Centernet2 ⭐ 850
Two-stage CenterNet
Tensorflow Yolo V3 ⭐ 845
Implementation of YOLO v3 object detector in Tensorflow (TF-Slim)
1-100 of 2,552 projects

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