Flow Matching Models

Implementations and variants of flow matching generative models for image, video, motion, and physics synthesis. Does NOT include general diffusion models, score-based methods, or non-generative flow-based architectures like normalizing flows for density estimation.

There are 37 flow matching models tracked. 1 score above 50 (established tier). The highest-rated is milad1378yz/MOTFM at 50/100 with 64 stars.

Get all 37 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=diffusion&subcategory=flow-matching-models&limit=20"

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#	Model	Score	Tier	Stars	Language
1	milad1378yz/MOTFM Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality	50	Established	64	Python
2	OpenImagingLab/FlashVSR [CVPR 2026] Towards Real-Time Diffusion-Based Streaming Video...	49	Emerging	1,430	Python
3	X-GenGroup/Flow-Factory A unified framework for easy reinforcement learning in Flow-Matching models	48	Emerging	255	Python
4	fallenshock/FlowEdit Official implementation of the paper: "FlowEdit: Inversion-Free Text-Based...	47	Emerging	954	Python
5	haidog-yaqub/MeanFlow Pytorch Implementation (unofficial) of the paper "Mean Flows for One-step...	46	Emerging	1,093	Python
6	jy0205/Pyramid-Flow [ICLR 2025] Pyramidal Flow Matching for Efficient Video Generative Modeling	46	Emerging	3,171	Python
7	Lakonik/piFlow [ICLR 2026] pi-Flow: Policy-Based Few-Step Generation via Imitation Distillation	43	Emerging	278	Python
8	visinf/lnfmm Latent Normalizing Flows for Many-to-Many Cross Domain Mappings (ICLR 2020)	41	Emerging	33	Python
9	snap-research/stable-flow Official implementation for "Stable Flow: Vital Layers for Training-Free...	41	Emerging	407	Python
10	ohayonguy/PMRF [ICLR 2025] Official implementation of Posterior-Mean Rectified Flow:...	40	Emerging	742	Python
11	Lakonik/GMFlow [ICML 2025] Gaussian Mixture Flow Matching Models (GMFlow)	40	Emerging	181	Python
12	XingtongGe/SenseFlow 🚀 [ICLR 2026] SenseFlow: Scaling Distribution Matching for Flow-based...	40	Emerging	70	Python
13	jjunak-yun/FLowHigh_code [ICASSP 2025] "FLowHigh: Towards efficient and high-quality audio...	40	Emerging	108	Python
14	CompVis/fm-boosting [ECCV 2024, Oral] FMBoost: Boosting Latent Diffusion with Flow Matching	38	Emerging	256	Python
15	VinAIResearch/LFM Official PyTorch implementation of the paper: Flow Matching in Latent Space	38	Emerging	337	Python
16	LituRout/RF-Inversion Rectified Flow Inversion (RF-Inversion) - ICLR 2025	37	Emerging	471	Python
17	Thehunk1206/flow-based-models Conditional Flow matching for Image and video	37	Emerging	13	Python
18	Anshumaan-Chauhan02/Guided-Flow-Matching Utilized attention incorporated UNet model for conditional image generation...	36	Emerging	13	Jupyter Notebook
19	YangLing0818/consistency_flow_matching Official Implementation for "Consistency Flow Matching: Defining Straight...	35	Emerging	260	Python
20	nmboffi/flow-maps Official codebase for the paper "How to build a consistency model: Learning...	35	Emerging	89	Jupyter Notebook
21	claudiom4sir/StableVSR [ECCV 2024] Enhancing Perceptual Quality in Video Super-Resolution through...	34	Emerging	176	Python
22	IRedDragonICY/auraflow_rrf Relativistic Resonant Flow (RRF) Sampler: A novel discretization method for...	33	Emerging	6	Python
23	uhh-pd-ml/EPiC-FM EPiC Flow Matching Implementation for Generating Jets as Point Clouds...	32	Emerging	5	Python
24	dongzhuoyao/motionfm A pytorch implementation of paper "Motion Flow Matching for Human Motion...	29	Experimental	46	Python
25	RobinKa/discrete-flow-matching-pytorch Discrete Flow Matching implemented in PyTorch	29	Experimental	35	Python
26	MasterYip/PegasusFlow Implementation of PegasusFlow: Parallel Rolling-Denoising Score Sampling for...	28	Experimental	18	Python
27	winzadesigner/FlashVSR ⚡ Enhance video quality in real-time with FlashVSR, a cutting-edge...	27	Experimental	1	Python
28	dongzhuoyao/uspace An official pytorch implementation of AAAI 2024 paper "Latent Space Editing...	27	Experimental	51	Python
29	David-cripto/RealUID (ICLR 2026 Oral 🔥) Universal Inverse Distillation for Matching Models with...	26	Experimental	9	Python
30	MCG-NJU/FlowBack [AAAI 2026] Flowing Backwards: Improving Normalizing Flows via Reverse...	24	Experimental	14	Python
31	FedeAi/flow-matching Unlock smooth and continuous data generation for robotics with Flow...	23	Experimental	18	Jupyter Notebook
32	ewencedr/particle_fm Easily train and evaluate multiple flow matching generative models on...	21	Experimental	9	Python
33	kaanxcxxc222/MoF 🌊 Enhance deep learning models with Flow Matching Mixture of Experts...	21	Experimental	—	Python
34	uhh-pd-ml/LHCO_EPiC-FM Flow Matching Generative Models for 'Full Phase Space Resonant Anomaly...	18	Experimental	2	Jupyter Notebook
35	seichang00/flow-matching-lightning Conditional Flow Matching for image generation using PyTorch Lightning	13	Experimental	7	Jupyter Notebook
36	adrian-io/flow-matching-simulation Educational simulations visualizing Flow Matching and Rectified Flow...	13	Experimental	—	Python
37	Ol3x/FlowMatching-PointClouds A basic implementation of Flow Matching for unconditional 3D point clouds generation.	12	Experimental	4	Python