Video Processing Pipelines ML Frameworks

Frameworks and libraries for building production video processing pipelines with real-time inference, stream handling, and GPU acceleration. Does NOT include video generation, editing tools, or dataset collection utilities.

There are 46 video processing pipelines frameworks tracked. 2 score above 70 (verified tier). The highest-rated is roboflow/inference at 79/100 with 2,217 stars. 2 of the top 10 are actively maintained.

Get all 46 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	roboflow/inference Turn any computer or edge device into a command center for your computer...	79	Verified	2,217	Python
2	roboflow/roboflow-python The official Roboflow Python package. Manage your datasets, models, and...	72	Verified	545	Python
3	dusty-nv/jetson-inference Hello AI World guide to deploying deep-learning inference networks and deep...	57	Established	8,750	C++
4	hailo-ai/tappas High-performance, optimized pre-trained template AI application pipelines...	55	Established	180	C++
5	Apra-Labs/ApraPipes A pipeline framework for developing video and image processing application....	54	Established	33	C++
6	open-edge-platform/geti Build computer vision models in a fraction of the time and with less data.	53	Established	454	TypeScript
7	NVIDIA/Dataset_Synthesizer NVIDIA Deep learning Dataset Synthesizer (NDDS)	51	Established	598	C++
8	Cloud-CV/GSoC-Ideas CloudCV GSoC Ideas	50	Established	131	HTML
9	prominenceai/deepstream-services-library A shared library of on-demand DeepStream Pipeline Services for Python and C/C++	49	Emerging	336	C++
10	ml6team/deepstream-python NVIDIA Deepstream 6.1 Python boilerplate	47	Emerging	144	Python
11	RidgeRun/gst-inference A GStreamer Deep Learning Inference Framework	46	Emerging	131	C
12	garythung/torch-lrcn An implementation of the LRCN in Torch	45	Emerging	93	Lua
13	zaigie/stream-infer Video streaming inference framework, integrating image algorithms and models...	43	Emerging	28	Python
14	RaivoKoot/Video-Dataset-Loading-Pytorch Generic PyTorch dataset implementation to load and augment VIDEOS for deep...	42	Emerging	470	Python
15	roboflow/roboflow-100-benchmark Code for replicating Roboflow 100 benchmark results and programmatically...	41	Emerging	288	Jupyter Notebook
16	roboflow/roboflow-api-snippets repo for versioning snippets that show how to use Roboflow APIs	40	Emerging	21	Python
17	JPLeoRX/detectron2-publaynet Trained Detectron2 object detection models for document layout analysis...	39	Emerging	50	Python
18	make2explore/Tutorial-OpenCV-on-JetsonNano-with-CUDA-support Installation of OpenCV on JetsonNano with CUDA support	38	Emerging	9	Shell
19	pro2nit/STREAM official implementation of 'STREAM : Spatio-TempoRal Evaluation and Analysis...	36	Emerging	28	Python
20	roboflow/inference-server-old Object detection inference with Roboflow Train models on NVIDIA Jetson devices.	35	Emerging	13	JavaScript
21	JarnoRalli/gstreamer-examples This repository showcases how to create image processing pipelines using...	34	Emerging	9	C++
22	Flowtter/crispy Crispy is a machine-learning platform to make video-games montages...	34	Emerging	143	Python
23	STMicroelectronics/STM32AI_Overall_Offer This repo is the entry point to all other STM32 MCU/MPU AI-related GitHub repos.	33	Emerging	50	—
24	SasageyoOrg/stm32f4-ai-framework Research on the capabilities of the STM32F429I-DISC1 board to perform...	31	Emerging	3	C
25	ROC5COR/STM32_NeuralNet_MovementDetection Motion recognition with artificial intelligence on STM32	31	Emerging	19	C
26	roboflow/synthetic-fruit-dataset Code for Roboflow's How to Create a Synthetic Dataset tutorial.	31	Emerging	4	JavaScript
27	yuanmu97/PacketGame PacketGame: Multi-Stream Packet Gating for Concurrent Video Inference at Scale	27	Experimental	14	Jupyter Notebook
28	mr-technologies/imageaibrokerpy AI/ML detection and MRTech IFF Python SDK	27	Experimental	2	Python
29	surajiitd/NVIDIA_Jetson_Inference This repo contains model compression(using TensorRT) and documentation of...	27	Experimental	9	Makefile
30	Video-Streaming-Pipeline/Video-Streaming-Pipeline 실시간 이미지 처리 모델을 위한 모바일, 클라우드 영상 전송 파이프라인 개발	25	Experimental	2	C++
31	machinefi/trio-examples Example code for the Trio API - turn YouTube Live streams into programmable...	23	Experimental	—	Python
32	Blattvorhang/STM32H7-Aphasia-Helper STM32H7嵌入式人工智能设备	22	Experimental	6	C
33	shubhambaid/Deepstream-SnotBot SnotBot stealthily flies over the whale and collects the snot.	22	Experimental	1	C++
34	rennerdo30/WebEncode Distributed video transcoding platform with modular architecture and...	21	Experimental	—	Go
35	vale34villa1/IWCORE Elevating human safety through the precision of Generative Logic and...	21	Experimental	—	HTML
36	yassa9/SceneSynth Blazing GUI for easily viewing and interacting with computer vision models.	20	Experimental	8	C++
37	ExpertVagabond/aidp-video-forge GPU-Accelerated Video Processing on Decentralized Networks - 15-20x faster...	19	Experimental	—	—
38	Jorexdev/VisionOrdenador Proyect in order to develop an app capable of creating XML models allowing...	18	Experimental	2	Java
39	Olubayode/Artificial-Vision Codes and links to ARTIFICIAL VISION for the visual impaired people	17	Experimental	1	—
40	bubakitainu-code/OpenData 🎥 Streamline video data access with this Python FastAPI proxy that fetches,...	14	Experimental	—	Python
41	Lare1998/distributed-vision-pipeline High-performance real-time video processing using C++ and CUDA.	14	Experimental	—	Python
42	celluloid-camp/vision Video detection and analysis application, features person and object...	14	Experimental	—	Python
43	panjidwisatrio/learning-pipelines A comprehensive pipeline for processing learning videos, generating...	13	Experimental	—	Python
44	Raad-Labs/raad-video A high-performance video loading library for machine learning, designed for...	12	Experimental	8	Python
45	melli0505/caffe-for-mobilenetSSD Caffe implementation by @weiliu89 , after training mobilenet ssd v1 based on Caffe	11	Experimental	—	C++
46	kamipakistan/tao-deepstream-installation-guide This repository contains a guide for installing the TAO Toolkit and...	11	Experimental	—	—

Comparisons in this category

inference and jetson-inference (79 vs 57) inference and inference-server-old (79 vs 35) roboflow-python and roboflow-100-benchmark (72 vs 41) roboflow-python and roboflow-api-snippets (72 vs 40)