Next Frame Prediction on CalTech Pedestrian transfer from KITTI (test)
94.6SSIMTAU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TAUFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 94.6 | 33.7 | — | |
| SimVPFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 94 | 33.1 | — | |
| Ours (STMFANet)Parameters=7.6M2020.02 | 92.7 | 29.1 | 5.89 | |
| STMFANetFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 92.7 | 29.1 | — | |
| CrevNetFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 92.5 | 29.3 | — | |
| DPG2020.02 | 92.3 | 28.2 | 5.04 | |
| DPGFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 92.3 | 28.2 | — | |
| G-MAEFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 92.3 | — | — | |
| GAN-MAEFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 92.3 | — | — | |
| ContextVPParameters=8.6M2020.02 | 92.1 | 28.7 | 6.03 | |
| ContextVPFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 92.1 | 28.7 | — | |
| Ours (w/o S-WAM)Parameters=7.2M2020.02 | 91.9 | 28.6 | 6.9 | |
| rCycleGanFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 91.9 | 29.2 | — | |
| SDC-NetFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 91.8 | — | — | |
| G-VGGFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 91.7 | — | — | |
| GAN-VGGFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 91.6 | — | — | |
| PredNetParameters=6.9M2020.02 | 90.5 | 27.6 | 7.47 | |
| PredNetFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 90.5 | 27.6 | — | |
| Ours (w/o T-WAM)Parameters=7.3M2020.02 | 90.3 | 28.1 | 7.56 | |
| CtrlGen2020.02 | 90 | 26.5 | 6.38 | |
| CtrlGenFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 90 | 26.5 | — | |
| Dual Motion GAN2020.02 | 89.9 | — | — | |
| Dual-GANFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 89.9 | — | — | |
| DVFParameters=8.9M2020.02 | 89.7 | 26.2 | 5.57 | |
| Ours (w/o WAM)Parameters=6.9M2020.02 | 89.7 | 26.8 | 7.89 | |
| DVFFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 89.7 | 26.2 | — | |
| MCnetFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 87.9 | — | — | |
| BeyondMSEFrames=10 -> 1, Train Dataset=KITTI, Image Resolution=128 x 1602022.06 | 84.7 | — | — | |
| Cycle GAN2020.02 | 83 | 29.2 | — |