ML Research Wiki / Benchmarks / Optical Flow Estimation / Spring

Spring

Optical Flow Estimation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: 1px total

Top Performing Models

Rank Model Paper 1px total Date Code
1 PWCNet PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume 82.27 2017-09-07 📦 NVlabs/PWC-Net 📦 open-mmlab/mmflow 📦 sniklaus/pytorch-pwc
2 SPyNet Optical Flow Estimation using a Spatial Pyramid Network 29.96 2016-11-03 📦 philferriere/tfoptflow 📦 guanfuchen/video_obj 📦 sniklaus/pytorch-spynet
3 GMFlow GMFlow: Learning Optical Flow via Global Matching 10.36 2021-11-26 📦 autonomousvision/unimatch 📦 haofeixu/gmflow 📦 raymondwang987/nvds 📦 hpcforge/gmflow
4 GMA Learning to Estimate Hidden Motions with Global Motion Aggregation 7.07 2021-04-06 📦 open-mmlab/mmflow 📦 zacjiang/GMA
5 RAFT RAFT: Recurrent All-Pairs Field Transforms for Optical Flow 6.79 2020-03-26 📦 pytorch/vision 📦 princeton-vl/RAFT 📦 open-mmlab/mmflow
6 FlowNet2 FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks 6.71 2016-12-06 📦 NVIDIA/flownet2-pytorch 📦 open-mmlab/mmflow 📦 philferriere/tfoptflow
7 FlowFormer FlowFormer: A Transformer Architecture for Optical Flow 6.51 2022-03-30 📦 drinkingcoder/FlowFormer-Official
8 MS-RAFT+ High Resolution Multi-Scale RAFT (Robust Vision Challenge 2022) 5.72 2022-10-30 📦 cv-stuttgart/MS_RAFT_plus
9 DPFlow DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework 3.44 2025-03-19 📦 hmorimitsu/ptlflow
10 MEMFOF MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation 3.29 2025-06-29 📦 msu-video-group/memfof

All Papers (10)

NVlabs/PWC-Net open-mmlab/mmflow
philferriere/tfoptflow guanfuchen/video_obj
autonomousvision/unimatch haofeixu/gmflow
open-mmlab/mmflow zacjiang/GMA
pytorch/vision princeton-vl/RAFT
NVIDIA/flownet2-pytorch open-mmlab/mmflow
drinkingcoder/FlowFormer-Official
cv-stuttgart/MS_RAFT_plus
hmorimitsu/ptlflow
msu-video-group/memfof