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 53 object detection implementations frameworks tracked. 16 score above 50 (established tier). The highest-rated is broadinstitute/keras-rcnn at 60/100 with 556 stars.

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#	Framework	Score	Tier	Stars	Language
1	broadinstitute/keras-rcnn Keras package for region-based convolutional neural networks (RCNNs)	60	Established	556	Python
2	alankbi/detecto Build fully-functioning computer vision models with PyTorch	57	Established	625	Python
3	sovit-123/fasterrcnn-pytorch-training-pipeline PyTorch Faster R-CNN Object Detection on Custom Dataset	56	Established	270	Jupyter Notebook
4	kenshohara/video-classification-3d-cnn-pytorch Video classification tools using 3D ResNet	51	Established	1,131	Python
5	lufficc/SSD High quality, fast, modular reference implementation of SSD in PyTorch	51	Established	1,590	Python
6	satojkovic/DeepLogo A brand logo detection system using tensorflow object detection API.	51	Established	526	Python
7	NVIDIA/retinanet-examples Fast and accurate object detection with end-to-end GPU optimization	51	Established	900	Python
8	Tony607/object_detection_demo How to train an object detection model easy for free	51	Established	183	Jupyter Notebook
9	jrieke/shape-detection 🟣 Object detection of abstract shapes with neural networks	51	Established	223	Jupyter Notebook
10	pierluigiferrari/ssd_keras A Keras port of Single Shot MultiBox Detector	51	Established	1,873	Python
11	bourdakos1/Custom-Object-Detection Custom Object Detection with TensorFlow	51	Established	350	—
12	thtrieu/darkflow Translate darknet to tensorflow. Load trained weights, retrain/fine-tune...	51	Established	6,154	Python
13	rykov8/ssd_keras Port of Single Shot MultiBox Detector to Keras	51	Established	1,086	Jupyter Notebook
14	signatrix/efficientdet (Pretrained weights provided) EfficientDet: Scalable and Efficient Object...	51	Established	617	Python
15	PierreMarieCurie/rf-detr-onnx ONNX model with inference, conversion and visualization scripts for RF-DETR...	51	Established	78	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	wdoppenberg/ellipse-rcnn A PyTorch implementation of Ellipse R-CNN	42	Emerging	46	Python
21	IbrahimSobh/Object-Detection In this tutorial, you will perform inference across 10 well-known...	42	Emerging	70	Jupyter Notebook
22	satojkovic/DeepLogo2 A brand logo detection system by DETR	42	Emerging	68	Python
23	braun-steven/DAFNe Code for our paper "DAFNe: A One-Stage Anchor-Free Deep Model for Oriented...	42	Emerging	61	Python
24	GirinChutia/FasterRCNN-Torchvision-FineTuning Train Torchvision FasterRCNN model with custom COCO dataset	39	Emerging	20	Jupyter Notebook
25	trzy/FasterRCNN Clean and readable implementations of Faster R-CNN in PyTorch and TensorFlow...	39	Emerging	171	Python
26	HHousen/object-discovery-pytorch An implementation of several unsupervised object discovery models (Slot...	37	Emerging	14	Python
27	JasonSloan/DeepFusion A ready-to-use notebook!	37	Emerging	60	C++
28	matlab-deep-learning/pretrained-efficientdet-d0 Object detection and transfer learning using pretrained EfficientDet-D0...	37	Emerging	17	MATLAB
29	abhi-patil20/Object-detection-via-Tensorflow Use the Tensorflow Object Detection API with Tensorflow 2	37	Emerging	11	Python
30	taylanates24/object-detection This is an ongoing project of designing a custom object detector from...	34	Emerging	9	Python
31	hubert10/fasterrcnn_resnet50_fpn_v2_new_dataset How to Train Faster RCNN ResNet50 FPN V2 on Custom Dataset?	32	Emerging	38	Python
32	fengxizxf/yolov-bird 100 birds identification	32	Emerging	5	Jupyter Notebook
33	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)	30	Emerging	6	—
34	clementapa/COTS_detection Building an object detector to protect the Great Barrier Reef: Kaggle...	29	Experimental	7	Jupyter Notebook
35	RizwanMunawar/Extraction-of-frames-from-multiple-frames-computer-vision- Frames extraction from multiple videos	28	Experimental	6	Jupyter Notebook
36	shershunov/ssd.libtorch A libtorch c++ implementation of Single Shot MultiBox Detector.	28	Experimental	2	C++
37	enginBozkurt/Object_Detection_With_SSD Object Detection with Single Shot MultiBox Detector Algorithm	28	Experimental	10	Python
38	unixpickle/autorot Use Machine Learning to rotate your images automatically	25	Experimental	7	Go
39	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...	22	Experimental	5	Python
40	rk800506/palm_tracker_storm32_GC This repository hosts code base for object detection and tracking using a...	22	Experimental	2	—
41	Fank-ezz/R6-Xsonics-Ultra Enhance Rainbow Six Siege performance with Xsonics Ultra, a tool for...	21	Experimental	—	—
42	barzansaeedpour/predicting-bounding-boxes-for-image-detection In this repository we use tensorflow hub pretrained modules to detect...	20	Experimental	8	Jupyter Notebook
43	AminAllahham/image-rotation-correction-model Scanned Paper Rotation Correction using PyTorch to automatically correcting...	20	Experimental	10	Python
44	leoneversberg/object-detection-pytorch A short jupyter notebook to train a Faster R-CNN object detection model with...	20	Experimental	7	Jupyter Notebook
45	acetinkaya/Faster-R-CNN-ile-Derin-Ogrenme-Tabanli-Nesne-Tespiti-ve-Dogruluk-Analizi Faster R-CNN Evrişimsel sinir ağı üzerinde geliştirilen modelin derin...	20	Experimental	7	—
46	kbhujbal/Custom-Object-Detection-from-Drone 🚁 Real-time object detection system for DJI Tello drone using SSD MobileNet...	20	Experimental	3	Python
47	avs-abhishek123/Detectron2 Detectron is Facebook AI Research’s (FAIR) software system that implements...	20	Experimental	8	Jupyter Notebook
48	Justsecret123/One-Piece-characters-detector An object detector trained with a Kaggle GPU, using Tensorflow and a...	17	Experimental	1	Jupyter Notebook
49	ankur-tutlani/KITTI-ObjectDetection A repository for training and evaluating object detection models using the...	17	Experimental	1	Python
50	Samuelpillai/iot-edge-ai-pipeline-benchmarking Distributed IoT–Edge computer vision pipelines using YOLOv8n, MobileNetV2 &...	14	Experimental	—	Python
51	OriYarden/Object-Detection-Image-Processing-Machine-Learning-from-Scratch-in-Python-using-Numpy-Arrays Detecting Objects from a set of training images by shape and color in Python...	12	Experimental	6	Jupyter Notebook
52	aprimadi/auto-orientation-ai-webapp Auto Orientation Correction Web Application using Deep Learning	11	Experimental	3	JavaScript
53	dml-ai-hub/deep-detector Open source object detection model	11	Experimental	—	—

Comparisons in this category

ssd_keras and SSD-Tensorflow (51 vs 43) ssd_keras and SSD-Tensorflow (51 vs 43) ssd_keras and SSD-pytorch (51 vs 48) SSD and SSD-pytorch (51 vs 48) ssd_keras and SSD-pytorch (51 vs 48) Custom-Object-Detection and Object-Detection (51 vs 42) object_detection_demo and mmdetection_object_detection_demo (51 vs 50)