Optical Flow Estimation on KITTI 2012

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

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#	Model↕	Average End-Point Error▲	Extra Data	Paper	Date↕	Code
1	CroCo-Flow	0.8	No	CroCo v2: Improved Cross-view Completion Pre-tra...	2022-11-18	Code
2	MaskFlownet-S	1.1	No	MaskFlownet: Asymmetric Feature Matching with Le...	2020-03-24	Code
3	MaskFlownet	1.1	No	MaskFlownet: Asymmetric Feature Matching with Le...	2020-03-24	Code
4	LiteFlowNet3	1.3	No	LiteFlowNet3: Resolving Correspondence Ambiguity...	2020-07-18	Code
5	LiteFlowNet3-S	1.3	No	LiteFlowNet3: Resolving Correspondence Ambiguity...	2020-07-18	Code
6	LiteFlowNet2-ft	1.4	No	A Lightweight Optical Flow CNN -- Revisiting Dat...	2019-03-15	Code
7	SelFlow	1.5	No	SelFlow: Self-Supervised Learning of Optical Flow	2019-04-19	Code
8	PWC-Net + ft - axXiv	1.5	No	Models Matter, So Does Training: An Empirical St...	2018-09-14	Code
9	FDFlowNet-ft	1.5	No	FDFlowNet: Fast Optical Flow Estimation using a ...	2020-06-22	-
10	IRR-PWC	1.6	No	Iterative Residual Refinement for Joint Optical ...	2019-04-10	Code
11	LiteFlowNet-ft	1.6	No	LiteFlowNet: A Lightweight Convolutional Neural ...	2018-05-18	Code
12	FastFlowNet-ft	1.8	No	FastFlowNet: A Lightweight Network for Fast Opti...	2021-03-08	Code

#1CroCo-FlowSOTA
0.8
Average End-Point Error· 2022-11-18
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical Flow Code
#2MaskFlownet-SSOTA
1.1
Average End-Point Error· 2020-03-24
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask Code
#3MaskFlownet
1.1
Average End-Point Error· 2020-03-24
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask Code
#4LiteFlowNet3
1.3
Average End-Point Error· 2020-07-18
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Code
#5LiteFlowNet3-S
1.3
Average End-Point Error· 2020-07-18
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Code
#6LiteFlowNet2-ftSOTA
1.4
Average End-Point Error· 2019-03-15
A Lightweight Optical Flow CNN -- Revisiting Data Fidelity and Regularization Code
#7SelFlow
1.5
Average End-Point Error· 2019-04-19
SelFlow: Self-Supervised Learning of Optical Flow Code
#8PWC-Net + ft - axXivSOTA
1.5
Average End-Point Error· 2018-09-14
Models Matter, So Does Training: An Empirical Study of CNNs for Optical Flow Estimation Code
#9FDFlowNet-ft
1.5
Average End-Point Error· 2020-06-22
FDFlowNet: Fast Optical Flow Estimation using a Deep Lightweight Network
#10IRR-PWC
1.6
Average End-Point Error· 2019-04-10
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation Code
#11LiteFlowNet-ftSOTA
1.6
Average End-Point Error· 2018-05-18
LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation Code
#12FastFlowNet-ft
1.8
Average End-Point Error· 2021-03-08
FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation Code