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 51 video processing pipelines frameworks tracked. 1 score above 70 (verified tier). The highest-rated is roboflow/inference at 85/100 with 2,217 stars and 138,876 monthly downloads. 2 of the top 10 are actively maintained.

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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...	85	Verified	2,217	Python
2	roboflow/roboflow-python The official Roboflow Python package. Manage your datasets, models, and...	59	Established	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...	52	Established	180	C++
5	open-edge-platform/geti Build computer vision models in a fraction of the time and with less data.	49	Emerging	454	TypeScript
6	Apra-Labs/ApraPipes A pipeline framework for developing video and image processing application....	47	Emerging	33	C++
7	NVIDIA/Dataset_Synthesizer NVIDIA Deep learning Dataset Synthesizer (NDDS)	44	Emerging	598	C++
8	Cloud-CV/GSoC-Ideas CloudCV GSoC Ideas	43	Emerging	131	HTML
9	prominenceai/deepstream-services-library A shared library of on-demand DeepStream Pipeline Services for Python and C/C++	42	Emerging	336	C++
10	zaigie/stream-infer Video streaming inference framework, integrating image algorithms and models...	41	Emerging	28	Python
11	ml6team/deepstream-python NVIDIA Deepstream 6.1 Python boilerplate	40	Emerging	144	Python
12	RidgeRun/gst-inference A GStreamer Deep Learning Inference Framework	39	Emerging	131	C
13	garythung/torch-lrcn An implementation of the LRCN in Torch	38	Emerging	93	Lua
14	RaivoKoot/Video-Dataset-Loading-Pytorch Generic PyTorch dataset implementation to load and augment VIDEOS for deep...	35	Emerging	470	Python
15	roboflow/roboflow-100-benchmark Code for replicating Roboflow 100 benchmark results and programmatically...	34	Emerging	288	Jupyter Notebook
16	roboflow/roboflow-api-snippets repo for versioning snippets that show how to use Roboflow APIs	33	Emerging	21	Python
17	JPLeoRX/detectron2-publaynet Trained Detectron2 object detection models for document layout analysis...	32	Emerging	50	Python
18	make2explore/Tutorial-OpenCV-on-JetsonNano-with-CUDA-support Installation of OpenCV on JetsonNano with CUDA support	31	Emerging	9	Shell
19	pro2nit/STREAM official implementation of 'STREAM : Spatio-TempoRal Evaluation and Analysis...	29	Experimental	28	Python
20	roboflow/inference-server-old Object detection inference with Roboflow Train models on NVIDIA Jetson devices.	28	Experimental	13	JavaScript
21	JarnoRalli/gstreamer-examples This repository showcases how to create image processing pipelines using...	27	Experimental	9	C++
22	Flowtter/crispy Crispy is a machine-learning platform to make video-games montages...	27	Experimental	143	Python
23	Meehai/video-representations-extractor Extract video representations (semantic, geometric, deep features) for the...	26	Experimental	5	Python
24	STMicroelectronics/STM32AI_Overall_Offer This repo is the entry point to all other STM32 MCU/MPU AI-related GitHub repos.	26	Experimental	50	—
25	bohyy/Video-Processing-Pipeline Video quality assessment and filtering pipeline for ML training data....	25	Experimental	6	Python
26	ROC5COR/STM32_NeuralNet_MovementDetection Motion recognition with artificial intelligence on STM32	24	Experimental	19	C
27	SasageyoOrg/stm32f4-ai-framework Research on the capabilities of the STM32F429I-DISC1 board to perform...	24	Experimental	3	C
28	roboflow/synthetic-fruit-dataset Code for Roboflow's How to Create a Synthetic Dataset tutorial.	24	Experimental	4	JavaScript
29	rennerdo30/WebEncode Distributed video transcoding platform with modular architecture and...	22	Experimental	—	Go
30	machinefi/trio-examples Example code for the Trio API - turn YouTube Live streams into programmable...	21	Experimental	—	Python
31	mr-technologies/imageaibrokerpy AI/ML detection and MRTech IFF Python SDK	21	Experimental	2	Python
32	yuanmu97/PacketGame PacketGame: Multi-Stream Packet Gating for Concurrent Video Inference at Scale	20	Experimental	14	Jupyter Notebook
33	surajiitd/NVIDIA_Jetson_Inference This repo contains model compression(using TensorRT) and documentation of...	20	Experimental	9	Makefile
34	vale34villa1/IWCORE Elevating human safety through the precision of Generative Logic and...	19	Experimental	—	HTML
35	ExpertVagabond/aidp-video-forge GPU-Accelerated Video Processing on Decentralized Networks - 15-20x faster...	19	Experimental	—	—
36	Video-Streaming-Pipeline/Video-Streaming-Pipeline 실시간 이미지 처리 모델을 위한 모바일, 클라우드 영상 전송 파이프라인 개발	18	Experimental	2	C++
37	tlamngu/vision-pipe A high-performance computer vision processing engine with an intuitive...	15	Experimental	1	C++
38	Blattvorhang/STM32H7-Aphasia-Helper STM32H7嵌入式人工智能设备	15	Experimental	6	C
39	shubhambaid/Deepstream-SnotBot SnotBot stealthily flies over the whale and collects the snot.	15	Experimental	1	C++
40	Lare1998/distributed-vision-pipeline High-performance real-time video processing using C++ and CUDA.	14	Experimental	—	Python
41	Thableaddles57/vision-core Real-time object detection and segmentation engine optimized for edge...	14	Experimental	—	—
42	sdFN001/matrix-vision 🌐 Build and run your own local AI vision application seamlessly with Matrix...	14	Experimental	—	TypeScript
43	Basit3751/vision-pipe 🚀 Build efficient image processing pipelines with VisionPipe, a powerful DSL...	14	Experimental	—	C++
44	celluloid-camp/vision Video detection and analysis application, features person and object...	14	Experimental	—	Python
45	mikbry/vpiper Nextgen cross-platform solution to transform, transcode and stream medias in...	14	Experimental	7	JavaScript
46	bubakitainu-code/OpenData 🎥 Streamline video data access with this Python FastAPI proxy that fetches,...	14	Experimental	—	Python
47	yassa9/SceneSynth Blazing GUI for easily viewing and interacting with computer vision models.	13	Experimental	8	C++
48	deepixel-inc/.github Deepixel develops real-time human understanding algorithms from a single RGB...	12	Experimental	1	—
49	Jorexbp/VisionOrdenador Proyect in order to develop an app capable of creating XML models allowing...	11	Experimental	2	Java
50	panjidwisatrio/learning-pipelines A comprehensive pipeline for processing learning videos, generating...	11	Experimental	—	Python
51	Olubayode/Artificial-Vision Codes and links to ARTIFICIAL VISION for the visual impaired people	10	Experimental	1	—

Comparisons in this category

inference and jetson-inference (85 vs 57) inference and inference-server-old (85 vs 28)