Optical Flow on Sintel (test)
1.71AEPE (Final)VideoFlow-BOF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VideoFlow-BOFTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 1.71 | 1 | |
| StreamFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 1.87 | 1.04 | |
| FlowFormer++Training Data=C+T+S+K+H2023.03 | 1.94 | 1.07 | |
| ProMotionTraining=C+T+S+K(+H)2024.06 | 2.01 | 1.04 | |
| TransFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.08 | 1.06 | |
| FlowFormerTraining Data=C+T+S+K+H2022.03 | 2.09 | 1.16 | |
| FlowFormerTraining Data=C+T+S+K+H2023.03 | 2.09 | 1.16 | |
| FlowFormerTraining=C+T+S+K+H, Params (M)=18.22023.03 | 2.09 | 1.16 | |
| FlowFormerTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.09 | 1.16 | |
| FlowFormerTraining=C+T+S+K(+H), Tile technique=true2024.06 | 2.12 | 1.2 | |
| SKFlowTraining Data=C+T+S+K+H, warm-start strategy=true2023.03 | 2.23 | 1.28 | |
| SKFlowTraining=C+T+S+K+H, Params (M)=6.32023.03 | 2.23 | 1.28 | |
| SKFlowTraining=C+T+S+K(+H)2024.06 | 2.23 | 1.28 | |
| SKFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=true2023.11 | 2.27 | 1.28 | |
| KPA-FlowTraining=C+T+S+K(+H)2024.06 | 2.36 | 1.35 | |
| CRAFTTraining Data=C + T + S/K + H, Evaluation Strategy=warm-start2022.03 | 2.42 | 1.45 | |
| CRAFTTraining dataset=Undisclosed, undisclosed method=true2022.04 | 2.42 | 1.45 | |
| CRAFTTraining Data=C+T+S+K+H2023.03 | 2.42 | 1.45 | |
| CRAFTTraining=C+T+S+K+H, Params (M)=6.32023.03 | 2.42 | 1.45 | |
| CRAFTTraining=C+T+S+K(+H)2024.06 | 2.42 | 1.45 | |
| AnyFlow (dynamic)Training=C+T+S+K+H, Params (M)=5.42023.03 | 2.44 | 1.23 | |
| AnyFlow + GMATraining=C+T+S+K+H, Params (M)=6.02023.03 | 2.46 | 1.21 | |
| GMATraining Data=C + T + S/K (+ H), Condition=Fine-tuned, warm-start=true2021.04 | 2.47 | 1.39 | |
| GMATraining Data=C + T + S/K + H, Evaluation Strategy=warm-start2022.03 | 2.47 | 1.39 | |
| GMATraining dataset=C+T+S+K+H, warm-start=true2022.04 | 2.47 | 1.39 | |
| GMATraining Data=C+T+S+K+H, warm-start strategy=true2022.03 | 2.47 | 1.39 | |
| GMATraining Data=C+T+S+K+H, warm-start strategy=true2023.03 | 2.47 | 1.39 | |
| GMATraining=C+T+S+K+H, Params (M)=5.92023.03 | 2.47 | 1.39 | |
| AGFlowTraining=C+T+S+K+H, Params (M)=5.62023.03 | 2.47 | 1.43 | |
| GMATraining Data=(C+)T+S+K+H, Warm-start strategy=true2023.11 | 2.47 | 1.39 | |
| AGFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=true2023.11 | 2.47 | 1.43 | |
| GMATraining=C+T+S+K(+H)2024.06 | 2.47 | 1.39 | |
| AGFlowTraining=C+T+S+K(+H)2024.06 | 2.47 | 1.43 | |
| GMA (position-only)Training Data=C + T + S/K (+ H), Condition=Fine-tuned, warm-start=true2021.04 | 2.56 | 1.48 | |
| RAFT + OCTCTraining dataset=C+T+S+K+H, trained on KITTI-2012 and KITTI-2015 datasets=true, warm-start=true2022.04 | 2.57 | 1.41 | |
| MFCFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.58 | 1.49 | |
| GMA (joint position+content)Training Data=C + T + S/K (+ H), Condition=Fine-tuned, warm-start=true2021.04 | 2.63 | 1.54 | |
| AnyFlow (R.E.)Training=C+T+S+K+H, Params (M)=5.42023.03 | 2.63 | 1.26 | |
| OCAIwarm-start=true2024.03 | 2.63 | — | |
| MatchFlowTraining=C+T+S+K(+H)2024.06 | 2.64 | 1.33 | |
| GMFlowNetTraining Data=C+T+S+K+H2023.03 | 2.65 | 1.39 | |
| GMFlowNetTraining=C+T+S+K+H, Params (M)=9.32023.03 | 2.65 | 1.39 | |
| GMFlowNetTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.65 | 1.39 | |
| GMFlowNetTraining=C+T+S+K(+H)2024.06 | 2.65 | 1.39 | |
| Separable FlowTraining Data=C + T + S/K + H, Evaluation Strategy=warm-start2022.03 | 2.67 | 1.5 | |
| S-FlowTraining Data=C+T+S+K+H2022.03 | 2.67 | 1.5 | |
| S-FlowTraining Data=C+T+S+K+H2023.03 | 2.67 | 1.5 | |
| Separable FlowTraining=C+T+S+K+H, Params (M)=6.02023.03 | 2.67 | 1.5 | |
| Separable FlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.67 | 1.5 | |
| Separable FlowTraining=C+T+S+K(+H)2024.06 | 2.67 | 1.5 | |
| DistractFlowTraining Setting=Semi-Supervised / Additional dataset, Model=RAFT [30], warm-start=true2023.03 | 2.71 | — | |
| DistractFlowwarm-start=true2024.03 | 2.71 | — | |
| DistractFlowTraining Setting=Supervised, Model=RAFT [30], warm-start=true2023.03 | 2.77 | — | |
| FlowSupervisorTraining Setting=Semi-Supervised / Additional dataset, warm-start=true2023.03 | 2.79 | — | |
| FlowSupervisorwarm-start=true2024.03 | 2.79 | — | |
| MFRFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.8 | 1.55 | |
| DIPTraining=C+T+S+K+H, Params (M)=5.42023.03 | 2.83 | 1.44 | |
| DIPTraining=C+T+S+K(+H)2024.06 | 2.83 | 1.44 | |
| RAFTTraining Data=C + T + S/K (+ H), Condition=Fine-tuned, warm-start=true2021.04 | 2.86 | 1.61 | |
| RAFTTraining Data=C + T + S/K + H, Evaluation Strategy=warm-start2022.03 | 2.86 | 1.61 | |
| RAFTTraining dataset=C+T+S+K+H, warm-start=true2022.04 | 2.86 | 1.61 | |
| RAFTTraining Data=C+T+S+K+H, warm-start strategy=true2022.03 | 2.86 | 1.61 | |
| RAFTTraining Data=C+T+S+K+H, warm-start strategy=true2023.03 | 2.86 | 1.61 | |
| RAFTTraining=C+T+S+K+H, Params (M)=5.32023.03 | 2.86 | 1.61 | |
| RAFTTraining Setting=Supervised, warm-start=true2023.03 | 2.86 | — | |
| SupervisedTraining Setting=Semi-Supervised / Additional dataset, warm-start=true2023.03 | 2.86 | — | |
| RAFTTraining Data=(C+)T+S+K+H, Warm-start strategy=true2023.11 | 2.86 | 1.61 | |
| RAFT-Supervisedwarm-start=true2024.03 | 2.86 | — | |
| RAFTTraining=C+T+S+K(+H)2024.06 | 2.86 | 1.61 | |
| GMATraining Data=C+T+S+K+H2022.03 | 2.88 | 1.4 | |
| GMATraining Data=C+T+S+K+H, warm-start strategy=false2023.03 | 2.88 | 1.4 | |
| RFPMTraining Data=C + T + S/K + H, Evaluation Strategy=warm-start2022.03 | 2.9 | 1.41 | |
| GMFlowTraining Data=C+T+S+K+H2023.03 | 2.9 | 1.74 | |
| GMFlowTraining=C+T+S+K+H, Params (M)=4.72023.03 | 2.9 | 1.74 | |
| GMFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 2.9 | 1.74 | |
| GMFlowTraining=C+T+S+K(+H)2024.06 | 2.9 | 1.74 | |
| RAFT + OCTCTraining dataset=C+T+S+K+H, trained including test images as unlabeled data=true2022.04 | 2.95 | 1.58 | |
| RAFT + OCTCTraining dataset=C+T+S+K+H, trained on KITTI-2012 and KITTI-2015 datasets=true2022.04 | 2.98 | 1.55 | |
| RAFT + OCTCTraining dataset=C+T+S+K+H2022.04 | 3.09 | 1.82 | |
| RAFT-OCTCTraining Setting=Semi-Supervised / Additional dataset, Model=RAFT [30], warm-start=false2023.03 | 3.09 | — | |
| RAFT-OCTCwarm-start=false2024.03 | 3.09 | — | |
| RAFT-ATraining Data=C + T + S/K + H, Evaluation Strategy=warm-start2022.03 | 3.14 | 2.01 | |
| RAFT-ATraining dataset=A+T+S+K+H2022.04 | 3.14 | 2.01 | |
| RAFT-ATraining Setting=Semi-Supervised / Additional dataset, warm-start=false2023.03 | 3.14 | — | |
| RAFT-Awarm-start=false2024.03 | 3.14 | — | |
| RAFTTraining dataset=C+T+S+K+H2022.04 | 3.18 | 1.94 | |
| RAFTTraining Data=C+T+S+K+H2022.03 | 3.18 | 1.94 | |
| RAFTTraining Data=C+T+S+K+H, warm-start strategy=false2023.03 | 3.18 | 1.94 | |
| RAFT-Supervisedwarm-start=false2024.03 | 3.18 | — | |
| FM-RAFTTraining Data=C+T+S+K+H2022.03 | 3.6 | 1.72 | |
| FM-RAFTTraining Data=C+T+S+K+H2023.03 | 3.6 | 1.72 | |
| SCVTraining=C+T+S+K+H, Params (M)=5.32023.03 | 3.6 | 1.72 | |
| StarFlowTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 3.71 | 2.72 | |
| Flow1DTraining=C+T+S+K+H, Params (M)=5.72023.03 | 3.81 | 2.24 | |
| ScopeFlowTraining dataset=C+T+S+K2022.04 | 4.1 | 3.59 | |
| MaskFlowNetTraining Data=C + T + S/K (+ H), Condition=Fine-tuned2021.04 | 4.17 | 2.52 | |
| MaskFlowNetTraining dataset=C+T+S+K+H2022.04 | 4.17 | 2.52 | |
| MaskFlowNetTraining Data=C+T+S+K+H2022.03 | 4.17 | 2.52 | |
| MaskFlowNetTraining Data=C+T+S+K+H2023.03 | 4.17 | 2.52 | |
| MaskFlowNetTraining Data=(C+)T+S+K+H, Warm-start strategy=false2023.11 | 4.17 | 2.52 |