Video Panoptic Segmentation on VIPER (val)
56.2VPQSlot-VPS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Slot-VPSBackbone=Swin-L-FPN, FPS=2.02021.12 | 56.2 | — | — | — | |
| PanopticFCN + OursTemporal window size (k)=02022.07 | 54.6 | 50.3 | 57.9 | — | |
| SiamTrack-OursTemporal window size (k)=5, L_segment=true, L_warp=true, L_tube=true2021.06 | 53.4 | 51.9 | 54.6 | — | |
| SiamTrackTemporal window size (k)=52022.07 | 53.4 | 51.9 | 54.6 | — | |
| Slot-VPSBackbone=ResNet50-FPN, FPS=4.22021.12 | 53.2 | — | — | — | |
| VPSNetBackbone=ResNet50-FPN, FPS=1.02021.12 | 51.9 | — | — | — | |
| PanopticFCN + OursTemporal window size (k)=52022.07 | 51.7 | 44.5 | 57.3 | — | |
| VPSNet-FuseTrackTemporal window size (k)=52022.07 | 51.6 | 49 | 53.8 | — | |
| PanopticFCN + OursTemporal window size=Average2022.07 | 51.5 | 43.9 | 57.3 | 3.6 | |
| SiamTrack-OursTemporal window size (k)=0, L_segment=true, L_warp=true, L_tube=true2021.06 | 51.1 | 42.3 | 58.5 | — | |
| SiamTrackTemporal window size (k)=02022.07 | 51.1 | 42.3 | 58.5 | — | |
| PanopticFCN + OursTemporal window size (k)=102022.07 | 50.5 | 41.8 | 57.2 | — | |
| SiamTrack-OursTemporal window size (k)=average, L_segment=true, L_warp=true, L_tube=true2021.06 | 50.2 | 44.7 | 55 | 5.1 | |
| SiamTrackBackbone=ResNet50-FPN, FPS=5.12021.12 | 50.2 | — | — | — | |
| SiamTrackTemporal window size=Average2022.07 | 50.2 | 44.7 | 55 | 5.1 | |
| VPSNet-FuseTrackTemporal window size (k)=02022.07 | 49.8 | 40.3 | 57.7 | — | |
| SiamTrackTemporal window size (k)=average, L_segment=true, L_warp=false, L_tube=false2021.06 | 49.6 | 43.7 | 54.6 | 5.1 | |
| SiamTrackTemporal window size (k)=average, L_segment=false, L_warp=false, L_tube=true2021.06 | 49.6 | 43.1 | 54.9 | 5.1 | |
| VPSNet-TrackTemporal window size (k)=52022.07 | 49.3 | 45.6 | 53.7 | — | |
| SiamTrack-OursTemporal window size (k)=10, L_segment=true, L_warp=true, L_tube=true2021.06 | 49.2 | 44.1 | 53.5 | — | |
| SiamTrackTemporal window size (k)=102022.07 | 49.2 | 44.1 | 53.5 | — | |
| PanopticFCN + OursTemporal window size (k)=152022.07 | 49.1 | 38.9 | 56.9 | — | |
| SiamTrackTemporal window size (k)=average, L_segment=false, L_warp=true, L_tube=false2021.06 | 48.6 | 41.1 | 54.8 | 5.1 | |
| FuseTrackTemporal window size (k)=average, L_segment=false, L_warp=false, L_tube=false2021.06 | 48.4 | 41.6 | 53.2 | 1.6 | |
| VPSNet-FuseTrackTemporal window size=Average2022.07 | 48.4 | 41.6 | 53.2 | 1.6 | |
| VPSNet-TrackTemporal window size (k)=02022.07 | 48.1 | 38 | 57.1 | — | |
| SiamTrack-BaseTemporal window size (k)=average, L_segment=false, L_warp=false, L_tube=false2021.06 | 47.9 | 39.8 | 54.3 | 5.1 | |
| SiamTrack-OursTemporal window size (k)=15, L_segment=true, L_warp=true, L_tube=true2021.06 | 47.2 | 40.3 | 52.9 | — | |
| VPSNet-FuseTrackTemporal window size (k)=102022.07 | 47.2 | 40.4 | 52.8 | — | |
| SiamTrackTemporal window size (k)=152022.07 | 47.2 | 40.3 | 52.9 | — | |
| TrackTemporal window size (k)=average, L_segment=false, L_warp=false, L_tube=false2021.06 | 46.6 | 38.8 | 53.8 | 5.1 | |
| VPSNet-TrackTemporal window size=Average2022.07 | 46.6 | 38.8 | 53.8 | 5.1 | |
| VPSNet-TrackTemporal window size (k)=102022.07 | 45.9 | 37.9 | 52.7 | — | |
| VPSNet-FuseTrackTemporal window size (k)=152022.07 | 45.1 | 36.5 | 52.3 | — | |
| VPSNet-TrackTemporal window size (k)=152022.07 | 43.2 | 33.6 | 51.6 | — |