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Optical Flow Estimation 벤치마크

Optical Flow Estimation on Spring

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1px total

3.289 23.03 42.78 62.52 82.27 2016-11 2026-11 SPyNet — 29.963 (2016-11-03) FlowNet2 — 6.71 (2016-12-06) PWCNet — 82.265 (2017-09-07) RAFT — 6.79 (2020-03-26) GMA — 7.074 (2021-04-06) GMFlow — 10.355 (2021-11-26) FlowFormer — 6.51 (2022-03-30) MS-RAFT+ — 5.724 (2022-10-30) RPKNet — 4.809 (2024-02-01) DPFlow — 3.442 (2025-03-19) MEMFOF — 3.289 (2025-06-29) SPyNet — 29.963 (2016-11-03) PWCNet — 82.265 (2017-09-07)
RankModel 1px total PaperCodeYear
1 MEMFOF 3.289 MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation msu-video-group/memfof 2025
2 DPFlow 3.442 DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework hmorimitsu/ptlflow 2025
3 RPKNet 4.809 Recurrent Partial Kernel Network for Efficient Optical Flow Estimation hmorimitsu/ptlflow 2024
4 MS-RAFT+ 5.724 High Resolution Multi-Scale RAFT (Robust Vision Challenge 2022) cv-stuttgart/MS_RAFT_plus 2022
5 FlowFormer 6.510 FlowFormer: A Transformer Architecture for Optical Flow drinkingcoder/FlowFormer-Official 2022
6 FlowNet2 6.710 FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks NVIDIA/flownet2-pytorch · open-mmlab/mmflow · philferriere/tfoptflow · +9 2016
7 RAFT 6.790 RAFT: Recurrent All-Pairs Field Transforms for Optical Flow pytorch/vision · princeton-vl/RAFT · open-mmlab/mmflow · +14 2020
8 GMA 7.074 Learning to Estimate Hidden Motions with Global Motion Aggregation open-mmlab/mmflow · zacjiang/GMA 2021
9 GMFlow 10.355 GMFlow: Learning Optical Flow via Global Matching autonomousvision/unimatch · haofeixu/gmflow · raymondwang987/nvds · +1 2021
10 SPyNet 29.963 Optical Flow Estimation using a Spatial Pyramid Network philferriere/tfoptflow · guanfuchen/video_obj · sniklaus/pytorch-spynet · +5 2016
11 PWCNet 82.265 PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume NVlabs/PWC-Net · open-mmlab/mmflow · sniklaus/pytorch-pwc · +18 2017
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