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Optical Flow Estimation
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Sintel-clean
Optical Flow Estimation on Sintel-clean
Metric: Average End-Point Error (lower is better)
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Model name (A→Z)
#
Model
↕
Average End-Point Error
▲
Extra Data
Paper
Date
↕
Code
1
MEMFOF-L
0.963
No
MEMFOF: High-Resolution Training for Memory-Effi...
2025-06-29
Code
2
GMFlow
1.03
No
Unifying Flow, Stereo and Depth Estimation
2022-11-10
Code
3
DPFlow
1.046
No
DPFlow: Adaptive Optical Flow Estimation with a ...
2025-03-19
Code
4
CroCo-Flow
1.092
No
CroCo v2: Improved Cross-view Completion Pre-tra...
2022-11-18
Code
5
FlowFormer
1.16
No
FlowFormer: A Transformer Architecture for Optic...
2022-03-30
Code
6
Ef-RAFT
1.27
No
Rethinking RAFT for Efficient Optical Flow
2024-01-01
Code
7
RPKNet
1.315
No
-
-
Code
8
GMA
1.388
No
Learning to Estimate Hidden Motions with Global ...
2021-04-06
Code
9
GMFlowNet
1.39
No
Global Matching with Overlapping Attention for O...
2022-03-21
Code
10
DEQ-Flow-H
1.519
No
Deep Equilibrium Optical Flow Estimation
2022-04-18
Code
11
RAFT (warm-start)
1.609
No
RAFT: Recurrent All-Pairs Field Transforms for O...
2020-03-26
Code
12
Perceiver IO
1.81
No
Perceiver IO: A General Architecture for Structu...
2021-07-30
Code
13
RAPIDFlow
2.03
No
-
-
Code
14
MaskFlownet
2.52
No
MaskFlownet: Asymmetric Feature Matching with Le...
2020-03-24
Code
15
MR-Flow
2.53
No
Optical Flow in Mostly Rigid Scenes
2017-05-03
-
16
MaskFlownet-S
2.77
No
MaskFlownet: Asymmetric Feature Matching with Le...
2020-03-24
Code
17
ProFlow+ft
2.82
No
ProFlow: Learning to Predict Optical Flow
2018-06-03
-
18
LiteFlowNet3
2.99
No
LiteFlowNet3: Resolving Correspondence Ambiguity...
2020-07-18
Code
19
LiteFlowNet3-S
3.03
No
LiteFlowNet3: Resolving Correspondence Ambiguity...
2020-07-18
Code
20
LiteFlowNet2-ft
3.48
No
A Lightweight Optical Flow CNN -- Revisiting Dat...
2019-03-15
Code
21
ScopeFlow
3.592
No
ScopeFlow: Dynamic Scene Scoping for Optical Flow
2020-02-25
Code
22
FDFlowNet-ft
3.71
No
FDFlowNet: Fast Optical Flow Estimation using a ...
2020-06-22
-
23
SelFlow
3.74
No
SelFlow: Self-Supervised Learning of Optical Flow
2019-04-19
Code
24
IRR-PWC
3.84
No
Iterative Residual Refinement for Joint Optical ...
2019-04-10
Code
25
FlowNet2
3.96
No
FlowNet 2.0: Evolution of Optical Flow Estimatio...
2016-12-06
Code
26
LiteFlowNet-ft
4.54
No
LiteFlowNet: A Lightweight Convolutional Neural ...
2018-05-18
Code
27
UnrolledCost
4.69
No
Cost Function Unrolling in Unsupervised Optical ...
2020-11-30
Code
28
FastFlowNet-ft
4.89
No
FastFlowNet: A Lightweight Network for Fast Opti...
2021-03-08
Code
29
Spynet
6.64
No
Optical Flow Estimation using a Spatial Pyramid ...
2016-11-03
Code
#1
MEMFOF-L
SOTA
0.963
Average End-Point Error
· 2025-06-29
MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation
Code
#2
GMFlow
SOTA
1.03
Average End-Point Error
· 2022-11-10
Unifying Flow, Stereo and Depth Estimation
Code
#3
DPFlow
1.046
Average End-Point Error
· 2025-03-19
DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework
Code
#4
CroCo-Flow
1.092
Average End-Point Error
· 2022-11-18
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical Flow
Code
#5
FlowFormer
SOTA
1.16
Average End-Point Error
· 2022-03-30
FlowFormer: A Transformer Architecture for Optical Flow
Code
#6
Ef-RAFT
1.27
Average End-Point Error
· 2024-01-01
Rethinking RAFT for Efficient Optical Flow
Code
#7
RPKNet
1.315
Average End-Point Error
No paper
Code
#8
GMA
SOTA
1.388
Average End-Point Error
· 2021-04-06
Learning to Estimate Hidden Motions with Global Motion Aggregation
Code
#9
GMFlowNet
1.39
Average End-Point Error
· 2022-03-21
Global Matching with Overlapping Attention for Optical Flow Estimation
Code
#10
DEQ-Flow-H
1.519
Average End-Point Error
· 2022-04-18
Deep Equilibrium Optical Flow Estimation
Code
#11
RAFT (warm-start)
SOTA
1.609
Average End-Point Error
· 2020-03-26
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow
Code
#12
Perceiver IO
1.81
Average End-Point Error
· 2021-07-30
Perceiver IO: A General Architecture for Structured Inputs & Outputs
Code
#13
RAPIDFlow
2.03
Average End-Point Error
No paper
Code
#14
MaskFlownet
SOTA
2.52
Average End-Point Error
· 2020-03-24
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask
Code
#15
MR-Flow
SOTA
2.53
Average End-Point Error
· 2017-05-03
Optical Flow in Mostly Rigid Scenes
#16
MaskFlownet-S
2.77
Average End-Point Error
· 2020-03-24
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask
Code
#17
ProFlow+ft
2.82
Average End-Point Error
· 2018-06-03
ProFlow: Learning to Predict Optical Flow
#18
LiteFlowNet3
2.99
Average End-Point Error
· 2020-07-18
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation
Code
#19
LiteFlowNet3-S
3.03
Average End-Point Error
· 2020-07-18
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation
Code
#20
LiteFlowNet2-ft
3.48
Average End-Point Error
· 2019-03-15
A Lightweight Optical Flow CNN -- Revisiting Data Fidelity and Regularization
Code
#21
ScopeFlow
3.592
Average End-Point Error
· 2020-02-25
ScopeFlow: Dynamic Scene Scoping for Optical Flow
Code
#22
FDFlowNet-ft
3.71
Average End-Point Error
· 2020-06-22
FDFlowNet: Fast Optical Flow Estimation using a Deep Lightweight Network
#23
SelFlow
3.74
Average End-Point Error
· 2019-04-19
SelFlow: Self-Supervised Learning of Optical Flow
Code
#24
IRR-PWC
3.84
Average End-Point Error
· 2019-04-10
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation
Code
#25
FlowNet2
SOTA
3.96
Average End-Point Error
· 2016-12-06
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
Code
#26
LiteFlowNet-ft
4.54
Average End-Point Error
· 2018-05-18
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
Code
#27
UnrolledCost
4.69
Average End-Point Error
· 2020-11-30
Cost Function Unrolling in Unsupervised Optical Flow
Code
#28
FastFlowNet-ft
4.89
Average End-Point Error
· 2021-03-08
FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation
Code
#29
Spynet
SOTA
6.64
Average End-Point Error
· 2016-11-03
Optical Flow Estimation using a Spatial Pyramid Network
Code