Video Inpainting on DAVIS (test)
38.2PSNRActINR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ActINRSequence=Dog2025.01 | 38.2 | — | — | — | 0.99 | |
| ActINRSequence=B-trees2025.01 | 36.7 | — | — | — | 0.98 | |
| H-NeRV BoostSequence=C-shadow2025.01 | 35.8 | — | — | — | 0.97 | |
| ActINRSequence=C-shadow2025.01 | 35.4 | — | — | — | 0.98 | |
| Ds-NeRVSequence=Dance2025.01 | 35.3 | — | — | — | — | |
| ActINRSequence=Swan2025.01 | 34.7 | — | — | — | 0.98 | |
| ActINRSequence=Dance2025.01 | 34.7 | — | — | — | 0.98 | |
| H-NeRV BoostSequence=Swan2025.01 | 34.1 | — | — | — | 0.96 | |
| H-NeRV BoostSequence=Dog2025.01 | 33.9 | — | — | — | 0.96 | |
| FlowLensflip augmentation=horizontal and vertical2022.11 | 33.47 | 97.5 | 12.82 | 0.127 | — | |
| ActINRSequence=C-round2025.01 | 33.3 | — | — | — | 0.98 | |
| FlowLens2022.11 | 33.12 | 97.39 | 13.22 | 0.12 | — | |
| H-NeRV BoostSequence=B-dance2025.01 | 33.1 | — | — | — | 0.98 | |
| E2FGVIFLOPs=682G, Runtime (s/frame)=0.162022.04 | 33.01 | 97.21 | 13.15 | 0.116 | — | |
| E2FGVI2022.11 | 33.01 | 97.21 | 13.15 | 0.116 | — | |
| Ds-NeRVSequence=Dog2025.01 | 33 | — | — | — | — | |
| H-NeRV BoostSequence=B-trees2025.01 | 33 | — | — | — | 0.95 | |
| FuseFormerFLOPs=752G, Runtime (s/frame)=0.22022.04 | 32.54 | 97 | 13.62 | 0.138 | — | |
| FuseFormer2022.11 | 32.54 | 97 | 13.62 | 0.138 | — | |
| Ds-NeRVSequence=Swan2025.01 | 32.3 | — | — | — | — | |
| ActINRSequence=B-dance2025.01 | 32.1 | — | — | — | 0.98 | |
| H-NeRV BoostSequence=C-round2025.01 | 31.9 | — | — | — | 0.97 | |
| Ds-NeRVSequence=B-dance2025.01 | 31.5 | — | — | — | — | |
| H-NeRV BoostSequence=Camel2025.01 | 31.1 | — | — | — | 0.95 | |
| ActINRSequence=Camel2025.01 | 31.1 | — | — | — | 0.96 | |
| FGVCRuntime (s/frame)=2.442022.04 | 30.8 | 94.97 | 15.86 | 0.165 | — | |
| FGVC2022.11 | 30.8 | 94.97 | 15.86 | 0.165 | — | |
| H-NeRV BoostSequence=Dance2025.01 | 30.8 | — | — | — | 0.92 | |
| STTNMask Type=Stationary2020.07 | 30.67 | 95.6 | 0.1779 | 0.149 | — | |
| STTNFLOPs=1032G, Runtime (s/frame)=0.122022.04 | 30.67 | 95.6 | 14.49 | 0.149 | — | |
| STTN2022.11 | 30.67 | 95.6 | 14.49 | 0.149 | — | |
| CAPMask Type=Stationary2020.07 | 30.28 | 95.21 | 0.1824 | 0.182 | — | |
| CAPFLOPs=861G, Runtime (s/frame)=0.42022.04 | 30.28 | 95.21 | 15.33 | 0.182 | — | |
| CAP2022.11 | 30.28 | 95.21 | 15.33 | 0.182 | — | |
| ActINRSequence=Cows2025.01 | 29.9 | — | — | — | 0.97 | |
| Ds-NeRVSequence=B-trees2025.01 | 29.8 | — | — | — | — | |
| Ds-NeRVSequence=C-round2025.01 | 29.3 | — | — | — | — | |
| VINetMask Type=Stationary2020.07 | 28.96 | 94.11 | 0.1785 | 0.199 | — | |
| VINet2022.04 | 28.96 | 94.11 | 17.85 | 0.199 | — | |
| VINet2022.11 | 28.96 | 94.11 | 17.85 | 0.199 | — | |
| DFVIMask Type=Stationary2020.07 | 28.81 | 94.04 | 0.188 | 0.187 | — | |
| DFVIRuntime (s/frame)=2.562022.04 | 28.81 | 94.04 | 16.08 | 0.187 | — | |
| DFVI2022.11 | 28.81 | 94.04 | 16.08 | 0.187 | — | |
| Ds-NeRVSequence=C-shadow2025.01 | 28.8 | — | — | — | — | |
| LGTSMMask Type=Stationary2020.07 | 28.57 | 94.09 | 0.2566 | 0.17 | — | |
| LGTSMFLOPs=1008G, Runtime (s/frame)=0.232022.04 | 28.57 | 94.09 | 16.4 | 0.17 | — | |
| LGTSM2022.11 | 28.57 | 94.09 | 16.4 | 0.17 | — | |
| H-NeRV BoostSequence=Cows2025.01 | 28.3 | — | — | — | 0.94 | |
| DFC-Nettime (min.)=8.5, Fine-tuning=fine-tuned on DAVIS2019.05 | 28.26 | 48 | — | — | — | |
| Huang et al.time (min.)=~180, Fine-tuning=fine-tuned on DAVIS2019.05 | 27.39 | 44 | — | — | — | |
| Ds-NeRVSequence=Camel2025.01 | 27.2 | — | — | — | — | |
| Ds-NeRVSequence=Cows2025.01 | 25 | — | — | — | — | |
| Newson et al.time (min.)=~270, Fine-tuning=fine-tuned on DAVIS2019.05 | 24.72 | 43 | — | — | — | |
| Deepfilltime (min.)=0.3, Fine-tuning=fine-tuned on DAVIS2019.05 | 16.47 | 14 | — | — | — |