Object Detection Implementations ML Frameworks

End-to-end object detection projects using frameworks like TensorFlow, PyTorch, and Faster R-CNN/SSD architectures. Includes trained models, pipelines, and deployed detectors. Does NOT include general computer vision frameworks, foundational ML libraries, or detection applications (e.g., face detection, traffic sign detection, wildlife detection).

There are 64 object detection implementations frameworks tracked. 16 score above 50 (established tier). The highest-rated is alankbi/detecto at 66/100 with 625 stars and 7,676 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	alankbi/detecto Build fully-functioning computer vision models with PyTorch	66	Established	625	Python
2	broadinstitute/keras-rcnn Keras package for region-based convolutional neural networks (RCNNs)	60	Established	556	Python
3	sovit-123/fasterrcnn-pytorch-training-pipeline PyTorch Faster R-CNN Object Detection on Custom Dataset	56	Established	270	Jupyter Notebook
4	rykov8/ssd_keras Port of Single Shot MultiBox Detector to Keras	51	Established	1,086	Jupyter Notebook
5	bourdakos1/Custom-Object-Detection Custom Object Detection with TensorFlow	51	Established	350	—
6	satojkovic/DeepLogo A brand logo detection system using tensorflow object detection API.	51	Established	526	Python
7	signatrix/efficientdet (Pretrained weights provided) EfficientDet: Scalable and Efficient Object...	51	Established	617	Python
8	pierluigiferrari/ssd_keras A Keras port of Single Shot MultiBox Detector	51	Established	1,873	Python
9	thtrieu/darkflow Translate darknet to tensorflow. Load trained weights, retrain/fine-tune...	51	Established	6,154	Python
10	PierreMarieCurie/rf-detr-onnx ONNX model with inference, conversion and visualization scripts for RF-DETR...	51	Established	78	Python
11	kenshohara/video-classification-3d-cnn-pytorch Video classification tools using 3D ResNet	51	Established	1,131	Python
12	Tony607/object_detection_demo How to train an object detection model easy for free	51	Established	183	Jupyter Notebook
13	jrieke/shape-detection 🟣 Object detection of abstract shapes with neural networks	51	Established	223	Jupyter Notebook
14	NVIDIA/retinanet-examples Fast and accurate object detection with end-to-end GPU optimization	51	Established	900	Python
15	lufficc/SSD High quality, fast, modular reference implementation of SSD in PyTorch	51	Established	1,590	Python
16	Tony607/mmdetection_object_detection_demo How to train an object detection model with mmdetection	50	Established	73	Jupyter Notebook
17	ArunMichaelDsouza/tensorflow-image-detection A generic image detection program that uses Google's Machine Learning...	49	Emerging	330	Python
18	vietnh1009/SSD-pytorch SSD: Single Shot MultiBox Detector pytorch implementation focusing on simplicity	48	Emerging	169	Python
19	balancap/SSD-Tensorflow Single Shot MultiBox Detector in TensorFlow	43	Emerging	4,107	Jupyter Notebook
20	IbrahimSobh/Object-Detection In this tutorial, you will perform inference across 10 well-known...	42	Emerging	70	Jupyter Notebook
21	satojkovic/DeepLogo2 A brand logo detection system by DETR	42	Emerging	68	Python
22	braun-steven/DAFNe Code for our paper "DAFNe: A One-Stage Anchor-Free Deep Model for Oriented...	42	Emerging	61	Python
23	wdoppenberg/ellipse-rcnn A PyTorch implementation of Ellipse R-CNN	42	Emerging	46	Python
24	trzy/FasterRCNN Clean and readable implementations of Faster R-CNN in PyTorch and TensorFlow...	39	Emerging	171	Python
25	JasonSloan/DeepFusion A ready-to-use notebook!	37	Emerging	60	C++
26	GirinChutia/FasterRCNN-Torchvision-FineTuning Train Torchvision FasterRCNN model with custom COCO dataset	32	Emerging	20	Jupyter Notebook
27	hubert10/fasterrcnn_resnet50_fpn_v2_new_dataset How to Train Faster RCNN ResNet50 FPN V2 on Custom Dataset?	32	Emerging	38	Python
28	matlab-deep-learning/pretrained-efficientdet-d0 Object detection and transfer learning using pretrained EfficientDet-D0...	30	Emerging	17	MATLAB
29	HHousen/object-discovery-pytorch An implementation of several unsupervised object discovery models (Slot...	30	Emerging	14	Python
30	abhi-patil20/Object-detection-via-Tensorflow Use the Tensorflow Object Detection API with Tensorflow 2	30	Emerging	11	Python
31	taylanates24/object-detection This is an ongoing project of designing a custom object detector from...	27	Experimental	9	Python
32	fengxizxf/yolov-bird 100 birds identification	25	Experimental	5	Jupyter Notebook
33	LaikaStudios/WACV_dataset_sir_lionel Dataset for A Learning-Based Approach to Parametric Rotoscoping of...	25	Experimental	3	—
34	shershunov/ssd.libtorch A libtorch c++ implementation of Single Shot MultiBox Detector.	24	Experimental	2	C++
35	mdzaheerjk/Object-Detection-with-FasterRCNN-using-DVC-Pipelines-DVC-Data-Versioning-Tensorboard-FastAPI This project implements an end-to-end object detection workflow using Faster...	23	Experimental	7	—
36	cxz1276316542/yolo-mixunet an object detection project for hyroid nodule(一个transformer的目标检测模型用于甲状腺结节检测和识别)	23	Experimental	6	—
37	clementapa/COTS_detection Building an object detector to protect the Great Barrier Reef: Kaggle...	22	Experimental	7	Jupyter Notebook
38	Fank-ezz/R6-Xsonics-Ultra Enhance Rainbow Six Siege performance with Xsonics Ultra, a tool for...	22	Experimental	—	—
39	Tai-Min/KV260-Human-Detector 3D Lidar based neural human detector on Kria KV260. Part of Adaptive...	22	Experimental	7	VHDL
40	MAYANK12-WQ/Object-Detection-from-Scratch Custom object detection pipeline in PyTorch — anchor-based detector with FPN...	22	Experimental	—	Python
41	enginBozkurt/Object_Detection_With_SSD Object Detection with Single Shot MultiBox Detector Algorithm	21	Experimental	10	Python
42	RizwanMunawar/Extraction-of-frames-from-multiple-frames-computer-vision- Frames extraction from multiple videos	21	Experimental	6	Jupyter Notebook
43	ABDELHALIM9/Faster-R-CNN-Implementation-Using-Pytorch A simple PyTorch implementation of Faster R-CNN, including all core...	19	Experimental	—	—
44	unixpickle/autorot Use Machine Learning to rotate your images automatically	18	Experimental	7	Go
45	repository19/Real-Time-Object-Detection-with-Depth 🔍 Detect objects in real-time and extract their 3D coordinates using YOLOv5...	17	Experimental	3	Python
46	TareqAlKushari/Object-Detection-With-PyTorch-and-Custom-the-Model-By-Flask Object Detection With PyTorch and Custom the Model By Flask is an end-to-end...	15	Experimental	5	Python
47	timmmGZ/ROIAlign-Bounding-Box-ROI-Align-of-Mask-RCNN-GUI ROIAlign is used for object detection, this program shows in a GUI how ROI...	15	Experimental	6	Java
48	rk800506/palm_tracker_storm32_GC This repository hosts code base for object detection and tracking using a...	15	Experimental	2	—
49	ChrisTs8920/Vision-backend A deep-learning system that provides the complete training pipeline for an...	15	Experimental	—	Python
50	kbhujbal/Custom-Object-Detection-from-Drone 🚁 Real-time object detection system for DJI Tello drone using SSD MobileNet...	14	Experimental	3	Python
51	Samuelpillai/iot-edge-ai-pipeline-benchmarking Distributed IoT–Edge computer vision pipelines using YOLOv8n, MobileNetV2 &...	14	Experimental	—	Python
52	leoneversberg/object-detection-pytorch A short jupyter notebook to train a Faster R-CNN object detection model with...	13	Experimental	7	Jupyter Notebook
53	alalalsam/3dsImagePairs Dataset full of top-screen only 3d-mode screenshots taken from 3ds gameplay,...	13	Experimental	2	—
54	Yonas650/Real-Time-Object-Detection Real-time object detection system utilizing the SSD MobileNet V2 FPNLite...	13	Experimental	5	Python
55	barzansaeedpour/predicting-bounding-boxes-for-image-detection In this repository we use tensorflow hub pretrained modules to detect...	13	Experimental	8	Jupyter Notebook
56	AminAllahham/image-rotation-correction-model Scanned Paper Rotation Correction using PyTorch to automatically correcting...	13	Experimental	10	Python
57	avs-abhishek123/Detectron2 Detectron is Facebook AI Research’s (FAIR) software system that implements...	13	Experimental	8	Jupyter Notebook
58	acetinkaya/Faster-R-CNN-ile-Derin-Ogrenme-Tabanli-Nesne-Tespiti-ve-Dogruluk-Analizi Faster R-CNN Evrişimsel sinir ağı üzerinde geliştirilen modelin derin...	13	Experimental	7	—
59	Arbitrary-2912/FRCObjectDetection Custom dataset object detection using TensorFlow Lite	12	Experimental	4	Jupyter Notebook
60	Krithik-sri/Face_Tracker This is my first face tracker model using SSD and custom made dataset	12	Experimental	4	Jupyter Notebook
61	patryk-wloch/SightPlusPlus-ComputerVision Integrated object detection, recognition and tracking system using Intel...	12	Experimental	4	C++
62	sybachpunk/ResNet-Object-Detection-Pipeline-with-Keras This project contains an end-to-end object detection pipeline built with...	11	Experimental	—	Python
63	ankur-tutlani/KITTI-ObjectDetection A repository for training and evaluating object detection models using the...	10	Experimental	1	Python
64	Justsecret123/One-Piece-characters-detector An object detector trained with a Kaggle GPU, using Tensorflow and a...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

ssd_keras and SSD-Tensorflow (51 vs 43) SSD and SSD-pytorch (51 vs 48)