Flow Diverse and Efficient: Learning Momentum Flow Matching via Stochastic Velocity Field Sampling
Fuente:
arXiv
Saved in:
| Main Authors: | Ma, Zhiyuan, Liu, Ruixun, Liu, Sixian, Li, Jianjun, Zhou, Bowen |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Consistency Flow Matching: Defining Straight Flows with Velocity Consistency
by: Yang, Ling, et al.
Published: (2024)
by: Yang, Ling, et al.
Published: (2024)
Flow Mismatching: Unsupervised Anomaly Detection via Velocity Discrepancies in Flow Matching Models
by: Chen, Shengzhe, et al.
Published: (2026)
by: Chen, Shengzhe, et al.
Published: (2026)
The Velocity Deficit: Initial Energy Injection for Flow Matching
by: Li, Linze, et al.
Published: (2026)
by: Li, Linze, et al.
Published: (2026)
TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment
by: Li, Jiaming, et al.
Published: (2026)
by: Li, Jiaming, et al.
Published: (2026)
VeCoR -- Velocity Contrastive Regularization for Flow Matching
by: Hong, Zong-Wei, et al.
Published: (2025)
by: Hong, Zong-Wei, et al.
Published: (2025)
Smart-GRPO: Smartly Sampling Noise for Efficient RL of Flow-Matching Models
by: Yu, Benjamin, et al.
Published: (2025)
by: Yu, Benjamin, et al.
Published: (2025)
Stable Velocity: A Variance Perspective on Flow Matching
by: Yang, Donglin, et al.
Published: (2026)
by: Yang, Donglin, et al.
Published: (2026)
Efficient Point Clouds Upsampling via Flow Matching
by: Liu, Zhi-Song, et al.
Published: (2025)
by: Liu, Zhi-Song, et al.
Published: (2025)
RadioFlow: Efficient Radio Map Construction Framework with Flow Matching
by: Jia, Haozhe, et al.
Published: (2025)
by: Jia, Haozhe, et al.
Published: (2025)
Learning Sewing Patterns via Latent Flow Matching of Implicit Fields
by: Cao, Cong, et al.
Published: (2026)
by: Cao, Cong, et al.
Published: (2026)
Learning Straight Flows: Variational Flow Matching for Efficient Generation
by: Ma, Chenrui, et al.
Published: (2025)
by: Ma, Chenrui, et al.
Published: (2025)
LayerCache: Exploiting Layer-wise Velocity Heterogeneity for Efficient Flow Matching Inference
by: Li, Guandong
Published: (2026)
by: Li, Guandong
Published: (2026)
Coefficients-Preserving Sampling for Reinforcement Learning with Flow Matching
by: Wang, Feng, et al.
Published: (2025)
by: Wang, Feng, et al.
Published: (2025)
RenderFlow: Single-Step Neural Rendering via Flow Matching
by: Zhang, Shenghao, et al.
Published: (2026)
by: Zhang, Shenghao, et al.
Published: (2026)
Flow Matching Posterior Sampling: A Training-free Conditional Generation for Flow Matching
by: Song, Kaiyu, et al.
Published: (2024)
by: Song, Kaiyu, et al.
Published: (2024)
Flow-GRPO: Training Flow Matching Models via Online RL
by: Liu, Jie, et al.
Published: (2025)
by: Liu, Jie, et al.
Published: (2025)
FlowLUT: Efficient Image Enhancement via Differentiable LUTs and Iterative Flow Matching
by: Hu, Liubing, et al.
Published: (2025)
by: Hu, Liubing, et al.
Published: (2025)
Flow-Factory: A Unified Framework for Reinforcement Learning in Flow-Matching Models
by: Ping, Bowen, et al.
Published: (2026)
by: Ping, Bowen, et al.
Published: (2026)
Diffusion Sampling Path Tells More: An Efficient Plug-and-Play Strategy for Sample Filtering
by: Wang, Sixian, et al.
Published: (2025)
by: Wang, Sixian, et al.
Published: (2025)
Blockwise Flow Matching: Improving Flow Matching Models For Efficient High-Quality Generation
by: Park, Dogyun, et al.
Published: (2025)
by: Park, Dogyun, et al.
Published: (2025)
FluxFlow: Conservative Flow-Matching for Astronomical Image Super-Resolution
by: Liu, Shuhong, et al.
Published: (2026)
by: Liu, Shuhong, et al.
Published: (2026)
SubFlow: Sub-mode Conditioned Flow Matching for Diverse One-Step Generation
by: Lin, Yexiong, et al.
Published: (2026)
by: Lin, Yexiong, et al.
Published: (2026)
4KDehazeFlow: Ultra-High-Definition Image Dehazing via Flow Matching
by: Chen, Xingchi, et al.
Published: (2025)
by: Chen, Xingchi, et al.
Published: (2025)
FlowIE: Efficient Image Enhancement via Rectified Flow
by: Zhu, Yixuan, et al.
Published: (2024)
by: Zhu, Yixuan, et al.
Published: (2024)
FAIL: Flow Matching Adversarial Imitation Learning for Image Generation
by: Ma, Yeyao, et al.
Published: (2026)
by: Ma, Yeyao, et al.
Published: (2026)
Flow Distillation Sampling: Regularizing 3D Gaussians with Pre-trained Matching Priors
by: Chen, Lin-Zhuo, et al.
Published: (2025)
by: Chen, Lin-Zhuo, et al.
Published: (2025)
FlowTurbo: Towards Real-time Flow-Based Image Generation with Velocity Refiner
by: Zhao, Wenliang, et al.
Published: (2024)
by: Zhao, Wenliang, et al.
Published: (2024)
PUFM++: Point Cloud Upsampling via Enhanced Flow Matching
by: Liu, Zhi-Song, et al.
Published: (2025)
by: Liu, Zhi-Song, et al.
Published: (2025)
Context-Aware Autoregressive Models for Multi-Conditional Image Generation
by: Chen, Yixiao, et al.
Published: (2025)
by: Chen, Yixiao, et al.
Published: (2025)
TrajFlow: Multi-modal Motion Prediction via Flow Matching
by: Yan, Qi, et al.
Published: (2025)
by: Yan, Qi, et al.
Published: (2025)
SplatFlow: Learning Multi-frame Optical Flow via Splatting
by: Wang, Bo, et al.
Published: (2023)
by: Wang, Bo, et al.
Published: (2023)
BokehFlow: Depth-Free Controllable Bokeh Rendering via Flow Matching
by: Huang, Yachuan, et al.
Published: (2025)
by: Huang, Yachuan, et al.
Published: (2025)
E-MoFlow: Learning Egomotion and Optical Flow from Event Data via Implicit Regularization
by: Li, Wenpu, et al.
Published: (2025)
by: Li, Wenpu, et al.
Published: (2025)
ProjFlow: Projection Sampling with Flow Matching for Zero-Shot Exact Spatial Motion Control
by: Watanabe, Akihisa, et al.
Published: (2026)
by: Watanabe, Akihisa, et al.
Published: (2026)
PVRF: All-in-one Adverse Weather Removal via Prior-modulated and Velocity-constrained Rectified Flow
by: Dong, Wei, et al.
Published: (2026)
by: Dong, Wei, et al.
Published: (2026)
NAMI: Efficient Image Generation via Bridged Progressive Rectified Flow Transformers
by: Ma, Yuhang, et al.
Published: (2025)
by: Ma, Yuhang, et al.
Published: (2025)
MT-EditFlow: Reinforcement Learning for Multi-Turn Image Editing with Flow Matching
by: Huang, Jiahui, et al.
Published: (2026)
by: Huang, Jiahui, et al.
Published: (2026)
Learning Flow Fields in Attention for Controllable Person Image Generation
by: Zhou, Zijian, et al.
Published: (2024)
by: Zhou, Zijian, et al.
Published: (2024)
RAW-Flow: Advancing RGB-to-RAW Image Reconstruction with Deterministic Latent Flow Matching
by: Liu, Zhen, et al.
Published: (2026)
by: Liu, Zhen, et al.
Published: (2026)
Score-Regularized Joint Sampling with Importance Weights for Flow Matching
by: Liu, Xinshuang, et al.
Published: (2025)
by: Liu, Xinshuang, et al.
Published: (2025)
Similar Items
-
Consistency Flow Matching: Defining Straight Flows with Velocity Consistency
by: Yang, Ling, et al.
Published: (2024) -
Flow Mismatching: Unsupervised Anomaly Detection via Velocity Discrepancies in Flow Matching Models
by: Chen, Shengzhe, et al.
Published: (2026) -
The Velocity Deficit: Initial Energy Injection for Flow Matching
by: Li, Linze, et al.
Published: (2026) -
TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment
by: Li, Jiaming, et al.
Published: (2026) -
VeCoR -- Velocity Contrastive Regularization for Flow Matching
by: Hong, Zong-Wei, et al.
Published: (2025)