Optical Flow Estimation on Sintel-final

Metric: Average End-Point Error (lower is better)

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#	Model↕	Average End-Point Error▲	Extra Data	Paper	Date↕	Code
1	MEMFOF-L	1.907	No	MEMFOF: High-Resolution Training for Memory-Effi...	2025-06-29	Code
2	DPFlow	1.975	No	DPFlow: Adaptive Optical Flow Estimation with a ...	2025-03-19	Code
3	GMFlow	2.37	No	Unifying Flow, Stereo and Depth Estimation	2022-11-10	Code
4	Perceiver IO	2.42	No	Perceiver IO: A General Architecture for Structu...	2021-07-30	Code
5	CroCo-Flow	2.436	No	CroCo v2: Improved Cross-view Completion Pre-tra...	2022-11-18	Code
6	GMA	2.47	No	Learning to Estimate Hidden Motions with Global ...	2021-04-06	Code
7	Ef-RAFT	2.6	No	Rethinking RAFT for Efficient Optical Flow	2024-01-01	Code
8	GMFlowNet	2.648	No	Global Matching with Overlapping Attention for O...	2022-03-21	Code
9	RPKNet	2.657	No	-	-	Code
10	RAFT (warm-start)	2.855	No	RAFT: Recurrent All-Pairs Field Transforms for O...	2020-03-26	Code
11	DEQ-Flow-H	2.886	No	Deep Equilibrium Optical Flow Estimation	2022-04-18	Code
12	RAPIDFlow	3.56	No	-	-	Code
13	ScopeFlow	4.098	No	ScopeFlow: Dynamic Scene Scoping for Optical Flow	2020-02-25	Code
14	MaskFlownet	4.17	No	MaskFlownet: Asymmetric Feature Matching with Le...	2020-03-24	Code
15	SelFlow	4.26	No	SelFlow: Self-Supervised Learning of Optical Flow	2019-04-19	Code
16	MaskFlownet-S	4.38	No	MaskFlownet: Asymmetric Feature Matching with Le...	2020-03-24	Code
17	VCN	4.4	No	-	-	Code
18	LiteFlowNet3	4.45	No	LiteFlowNet3: Resolving Correspondence Ambiguity...	2020-07-18	Code
19	ContinualFlow + ft	4.52	No	Continual Occlusions and Optical Flow Estimation	2018-11-05	-
20	LiteFlowNet3-S	4.53	No	LiteFlowNet3: Resolving Correspondence Ambiguity...	2020-07-18	Code
21	IRR-PWC	4.579	No	Iterative Residual Refinement for Joint Optical ...	2019-04-10	Code
22	LiteFlowNet2-ft	4.69	No	A Lightweight Optical Flow CNN -- Revisiting Dat...	2019-03-15	Code
23	FDFlowNet-ft	5.11	No	FDFlowNet: Fast Optical Flow Estimation using a ...	2020-06-22	-
24	MR-Flow	5.38	No	Optical Flow in Mostly Rigid Scenes	2017-05-03	-
25	LiteFlowNet-ft	5.38	No	LiteFlowNet: A Lightweight Convolutional Neural ...	2018-05-18	Code
26	UnrolledCost	5.8	No	Cost Function Unrolling in Unsupervised Optical ...	2020-11-30	Code
27	FastFlowNet-ft	6.08	No	FastFlowNet: A Lightweight Network for Fast Opti...	2021-03-08	Code
28	Spynet	8.36	No	Optical Flow Estimation using a Spatial Pyramid ...	2016-11-03	Code

#1MEMFOF-LSOTA
1.907
Average End-Point Error· 2025-06-29
MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation Code
#2DPFlowSOTA
1.975
Average End-Point Error· 2025-03-19
DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework Code
#3GMFlowSOTA
2.37
Average End-Point Error· 2022-11-10
Unifying Flow, Stereo and Depth Estimation Code
#4Perceiver IOSOTA
2.42
Average End-Point Error· 2021-07-30
Perceiver IO: A General Architecture for Structured Inputs & Outputs Code
#5CroCo-Flow
2.436
Average End-Point Error· 2022-11-18
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical Flow Code
#6GMASOTA
2.47
Average End-Point Error· 2021-04-06
Learning to Estimate Hidden Motions with Global Motion Aggregation Code
#7Ef-RAFT
2.6
Average End-Point Error· 2024-01-01
Rethinking RAFT for Efficient Optical Flow Code
#8GMFlowNet
2.648
Average End-Point Error· 2022-03-21
Global Matching with Overlapping Attention for Optical Flow Estimation Code
#9RPKNet
2.657
Average End-Point Error
No paperCode
#10RAFT (warm-start)SOTA
2.855
Average End-Point Error· 2020-03-26
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow Code
#11DEQ-Flow-H
2.886
Average End-Point Error· 2022-04-18
Deep Equilibrium Optical Flow Estimation Code
#12RAPIDFlow
3.56
Average End-Point Error
No paperCode
#13ScopeFlowSOTA
4.098
Average End-Point Error· 2020-02-25
ScopeFlow: Dynamic Scene Scoping for Optical Flow Code
#14MaskFlownet
4.17
Average End-Point Error· 2020-03-24
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask Code
#15SelFlowSOTA
4.26
Average End-Point Error· 2019-04-19
SelFlow: Self-Supervised Learning of Optical Flow Code
#16MaskFlownet-S
4.38
Average End-Point Error· 2020-03-24
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask Code
#17VCN
4.4
Average End-Point Error
No paperCode
#18LiteFlowNet3
4.45
Average End-Point Error· 2020-07-18
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Code
#19ContinualFlow + ftSOTA
4.52
Average End-Point Error· 2018-11-05
Continual Occlusions and Optical Flow Estimation
#20LiteFlowNet3-S
4.53
Average End-Point Error· 2020-07-18
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Code
#21IRR-PWC
4.579
Average End-Point Error· 2019-04-10
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation Code
#22LiteFlowNet2-ft
4.69
Average End-Point Error· 2019-03-15
A Lightweight Optical Flow CNN -- Revisiting Data Fidelity and Regularization Code
#23FDFlowNet-ft
5.11
Average End-Point Error· 2020-06-22
FDFlowNet: Fast Optical Flow Estimation using a Deep Lightweight Network
#24MR-FlowSOTA
5.38
Average End-Point Error· 2017-05-03
Optical Flow in Mostly Rigid Scenes
#25LiteFlowNet-ft
5.38
Average End-Point Error· 2018-05-18
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation Code
#26UnrolledCost
5.8
Average End-Point Error· 2020-11-30
Cost Function Unrolling in Unsupervised Optical Flow Code
#27FastFlowNet-ft
6.08
Average End-Point Error· 2021-03-08
FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation Code
#28SpynetSOTA
8.36
Average End-Point Error· 2016-11-03
Optical Flow Estimation using a Spatial Pyramid Network Code