Depth-aware Video Panoptic Segmentation on Cityscapes-DVPS (val)
70.6DVPQPolyphonicFormer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PolyphonicFormerlambda=0.50, k=1, Backbone=Swin-B2021.12 | 70.6 | 63 | 76 | |
| ViP-DeepLablambda=0.50, k=12020.12 | 68.7 | 61.4 | 74 | |
| PolyphonicFormerlambda=0.25, k=1, Backbone=Swin-B2021.12 | 67.8 | 61 | 72.8 | |
| ViP-DeepLablambda=0.25, k=12020.12 | 66.5 | 60.4 | 71 | |
| PolyphonicFormerlambda=0.50, k=2, Backbone=Swin-B2021.12 | 62.9 | 49.2 | 72.9 | |
| PolyphonicFormerlambda=Average, k=1, Backbone=Swin-B2021.12 | 62.9 | 55.8 | 68 | |
| ViP-DeepLablambda=Average, k=12020.12 | 61.9 | 55.9 | 66.3 | |
| ViP-Deeplablambda=Average, k=12021.12 | 61.9 | 55.9 | 66.3 | |
| ViP-DeepLablambda=0.50, k=22020.12 | 61.7 | 48.5 | 71.3 | |
| ViP-DeepLablambda=0.50, k=Average2020.12 | 61.3 | 47.5 | 71.2 | |
| PolyphonicFormerlambda=0.25, k=2, Backbone=Swin-B2021.12 | 60.4 | 47.6 | 69.8 | |
| ViP-DeepLablambda=0.25, k=22020.12 | 59.5 | 47.6 | 68.2 | |
| PolyphonicFormerlambda=0.50, k=3, Backbone=Swin-B2021.12 | 59.3 | 42.3 | 71.7 | |
| ViP-DeepLablambda=0.25, k=Average2020.12 | 59.1 | 46.7 | 68.2 | |
| ViP-DeepLablambda=0.50, k=32020.12 | 58.4 | 42.1 | 70.2 | |
| PolyphonicFormerlambda=0.25, k=3, Backbone=Swin-B2021.12 | 56.9 | 40.8 | 68.6 | |
| PolyphonicFormerlambda=0.50, k=4, Backbone=Swin-B2021.12 | 56.5 | 36.9 | 70.8 | |
| ViP-DeepLablambda=0.50, k=42020.12 | 56.3 | 38 | 69.5 | |
| ViP-DeepLablambda=0.25, k=32020.12 | 56.2 | 41.3 | 67.1 | |
| PolyphonicFormerlambda=Average, k=2, Backbone=Swin-B2021.12 | 55.9 | 43.4 | 65 | |
| ViP-DeepLablambda=Average, k=22020.12 | 55.6 | 44.3 | 63.8 | |
| ViP-Deeplablambda=Average, k=22021.12 | 55.6 | 44.3 | 63.8 | |
| PolyphonicFormerlambda=Average, k=Average, Backbone=Swin-B, FLOPs=1,675G2021.12 | 55.4 | 42.2 | 65 | |
| ViP-DeepLablambda=Average, k=Average2020.12 | 55.1 | 43.3 | 63.6 | |
| ViP-Deeplablambda=Average, k=Average, FLOPs=9,451G2021.12 | 55.1 | 43.3 | 63.6 | |
| PolyphonicFormerlambda=0.25, k=4, Backbone=Swin-B2021.12 | 54.3 | 35.8 | 67.8 | |
| ViP-DeepLablambda=0.25, k=42020.12 | 54.2 | 37.3 | 66.5 | |
| PolyphonicFormerlambda=Average, k=3, Backbone=Swin-B2021.12 | 52.6 | 37.2 | 63.8 | |
| ViP-DeepLablambda=Average, k=32020.12 | 52.4 | 38.4 | 62.6 | |
| ViP-Deeplablambda=Average, k=32021.12 | 52.4 | 38.4 | 62.6 | |
| ViP-DeepLablambda=0.10, k=12020.12 | 50.5 | 45.8 | 53.9 | |
| ViP-DeepLablambda=Average, k=42020.12 | 50.4 | 34.6 | 61.9 | |
| ViP-Deeplablambda=Average, k=42021.12 | 50.4 | 34.6 | 61.9 | |
| PolyphonicFormerlambda=0.10, k=1, Backbone=Swin-B2021.12 | 50.2 | 43.4 | 55.2 | |
| PolyphonicFormerlambda=Average, k=4, Backbone=Swin-B2021.12 | 50.1 | 32.5 | 63 | |
| ViP-DeepLablambda=0.10, k=22020.12 | 45.6 | 36.9 | 51.9 | |
| ViP-DeepLablambda=0.10, k=Average2020.12 | 44.9 | 35.7 | 51.5 | |
| PolyphonicFormerlambda=0.10, k=2, Backbone=Swin-B2021.12 | 44.4 | 33.4 | 52.4 | |
| ViP-DeepLablambda=0.10, k=32020.12 | 42.6 | 31.7 | 50.6 | |
| PolyphonicFormerlambda=0.10, k=3, Backbone=Swin-B2021.12 | 41.5 | 28.6 | 51 | |
| ViP-DeepLablambda=0.10, k=42020.12 | 40.8 | 28.4 | 49.8 | |
| PolyphonicFormerlambda=0.10, k=4, Backbone=Swin-B2021.12 | 39.5 | 24.7 | 50.4 |