Video Panoptic Segmentation on Cityscapes-VPS (test)
68.9VPQViP-DeepLab
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ViP-DeepLabk=12020.12 | 68.9 | 61.6 | 73.5 | — | |
| VPSNetk=12020.12 | 64.2 | 59 | 67.7 | — | |
| FuseTrackTemporal window size (k)=02021.06 | 64.2 | 59 | 67.7 | — | |
| VPSNet-SiamTrackTemporal window size (k)=02021.06 | 63.8 | 59.4 | 66.6 | — | |
| Slot-VPSDenseContext=true, AutoAug=true, RFP=true, SSL=false, TTA=false, Backbone=Swin-L-FPN, Image model M-adds (B)=19172021.12 | 63.3 | — | — | — | |
| TrackTemporal window size (k)=02021.06 | 63.1 | 58 | 66.4 | — | |
| ViP-DeepLabk=22020.12 | 62.9 | 51 | 70.5 | — | |
| ViP-DeepLabk=average2020.12 | 62.5 | 50.2 | 70.3 | — | |
| ViP-DeeplabDenseContext=true, AutoAug=true, RFP=true, SSL=true, TTA=true, Backbone=WR-41, Image model M-adds (B)=32462021.12 | 62.5 | — | — | — | |
| Slot-VPSDenseContext=true, AutoAug=true, RFP=false, SSL=false, TTA=false, Backbone=Swin-L-FPN, Image model M-adds (B)=19172021.12 | 61.6 | — | — | — | |
| Slot-VPSBackbone=ResNet50-FPN2021.12 | 60.1 | 48.2 | 67.8 | 4.6 | |
| ViP-DeepLabk=32020.12 | 59.9 | 46 | 68.8 | — | |
| ViP-DeepLabk=42020.12 | 58.2 | 42.1 | 68.4 | — | |
| VPSNet-SiamTrackTemporal window size (k)=52021.06 | 58.2 | 47.2 | 65.9 | — | |
| VPSNetk=22020.12 | 57.9 | 46.5 | 65.1 | — | |
| FuseTrackTemporal window size (k)=52021.06 | 57.9 | 46.5 | 65.1 | — | |
| VPSNet-SiamTrackTemporal window size (k)=overall (average)2021.06 | 57.8 | 47.5 | 65 | 4.5 | |
| SiamTrackBackbone=ResNet50-FPN2021.12 | 57.8 | 47.5 | 65 | 4.6 | |
| VPSNetk=average2020.12 | 57.4 | 45.8 | 64.8 | — | |
| FuseTrackTemporal window size (k)=overall (average)2021.06 | 57.4 | 45.8 | 64.8 | 1.3 | |
| VPSNetBackbone=ResNet50-FPN2021.12 | 57.4 | 45.8 | 64.8 | 1.3 | |
| TrackTemporal window size (k)=52021.06 | 56.8 | 45.7 | 63.9 | — | |
| SiamTrack-BaseTemporal window size (k)=overall (average)2021.06 | 56.6 | 46.4 | 63.4 | 4.5 | |
| TrackTemporal window size (k)=overall (average)2021.06 | 56.3 | 45 | 63.4 | 4.5 | |
| VPSNet-SiamTrackTemporal window size (k)=102021.06 | 56 | 43.2 | 64.4 | — | |
| VPSNetk=32020.12 | 54.8 | 41.1 | 63.4 | — | |
| FuseTrackTemporal window size (k)=102021.06 | 54.8 | 41.1 | 63.4 | — | |
| VPSNet-SiamTrackTemporal window size (k)=152021.06 | 54.7 | 40.2 | 63.2 | — | |
| TrackTemporal window size (k)=102021.06 | 53.6 | 40.3 | 62 | — | |
| VPSNetk=42020.12 | 52.6 | 36.5 | 62.9 | — | |
| FuseTrackTemporal window size (k)=152021.06 | 52.6 | 36.5 | 62.9 | — | |
| TrackTemporal window size (k)=152021.06 | 51.5 | 35.9 | 61.5 | — |