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Computer Vision
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Optical Flow Estimation
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KITTI 2015 (train)
Optical Flow Estimation on KITTI 2015 (train)
Metric: F1-all (higher is better)
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Dataset
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Results
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#
Model
↕
F1-all
▼
Extra Data
Paper
Date
↕
Code
1
PWC-Net
33.7
No
PWC-Net: CNNs for Optical Flow Using Pyramid, Wa...
2017-09-07
Code
2
FastFlowNet
33.1
No
FastFlowNet: A Lightweight Network for Fast Opti...
2021-03-08
Code
3
FlowNet2
30
No
FlowNet 2.0: Evolution of Optical Flow Estimatio...
2016-12-06
Code
4
VCN
25.1
No
-
-
Code
5
HD3
24
No
Hierarchical Discrete Distribution Decomposition...
2018-12-15
Code
6
MaskFlowNet
23.1
No
MaskFlownet: Asymmetric Feature Matching with Le...
2020-03-24
Code
7
SCV
19.3
No
Learning Optical Flow from a Few Matches
2021-04-05
Code
8
RAPIDFlow
17.7
No
-
-
Code
9
CRAFT
17.5
No
CRAFT: Cross-Attentional Flow Transformer for Ro...
2022-03-31
Code
10
RAFT
17.4
No
RAFT: Recurrent All-Pairs Field Transforms for O...
2020-03-26
Code
11
GMA
17.1
No
Learning to Estimate Hidden Motions with Global ...
2021-04-06
Code
12
Ef-RAFT
16.45
No
Rethinking RAFT for Efficient Optical Flow
2024-01-01
Code
13
SeparableFlow
15.9
No
-
-
Code
14
GMFlowNet
15.4
No
Global Matching with Overlapping Attention for O...
2022-03-21
Code
15
FlowFormer
14.7
No
FlowFormer: A Transformer Architecture for Optic...
2022-03-30
Code
16
DEQ-Flow
13
No
Deep Equilibrium Optical Flow Estimation
2022-04-18
Code
17
RPKNet
13
No
-
-
Code
18
DPFlow
11.1
No
DPFlow: Adaptive Optical Flow Estimation with a ...
2025-03-19
Code
19
MEMFOF
9.93
No
MEMFOF: High-Resolution Training for Memory-Effi...
2025-06-29
Code