Interaction and Contact Segmentation on PaIR-1
38.07mAPPaIR-Net
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PaIR-NetParams=224.2M, Times (ms)=119.6, Backbone=Swin-L2025.08 | 38.07 | 37.14 | 56.98 | 20.95 | 24.12 | |
| PaIR-NetParams=73.6M, Times (ms)=74.3, Backbone=Swin-S2025.08 | 36.85 | 33.47 | 53.83 | 19.33 | 23.04 | |
| PaIR-NetParams=74.6M, Times (ms)=91.4, Backbone=ResNet-1012025.08 | 36.24 | 31.01 | 52.35 | 18.89 | 22.59 | |
| PaIR-NetParams=55.6M, Times (ms)=75.2, Backbone=ResNet-502025.08 | 35.09 | 29.93 | 50.87 | 17.79 | 22.23 | |
| DisTrans (2024)+PIHOT (2025b)Params=158.6M, Times (ms)=257.5, Backbone=ResNet-502025.08 | 31.45 | 26.35 | 45.16 | 14.53 | 18.54 | |
| DisTrans (2024)+UNet (2015)Params=79.8M, Times (ms)=102.3, Backbone=ResNet-502025.08 | 31.23 | 16.67 | 30.58 | 11.39 | 15.58 | |
| DisTrans (2024)+HOT (2023a)Params=97.5M, Times (ms)=230.4, Backbone=ResNet-502025.08 | 31.19 | 23.24 | 38.72 | 13.3 | 18 | |
| DisTrans (2024)+LinkNet (2017)Params=120.4M, Times (ms)=83.9, Backbone=ResNet-502025.08 | 31.17 | 20.34 | 35.79 | 11.78 | 15.51 | |
| DisTrans (2024)+MANet (2020)Params=236.6M, Times (ms)=89.5, Backbone=ResNet-502025.08 | 31.01 | 22.91 | 44.32 | 12.72 | 17.36 | |
| STTrans (2022)+UNet (2015)Params=87.2M, Times (ms)=114.9, Backbone=ResNet-502025.08 | 28.48 | 15.04 | 27.16 | 9.37 | 13.04 | |
| RCLTrans (2023)+UNet (2015)Params=107.7M, Times (ms)=123.8, Backbone=ResNet-502025.08 | 24.8 | 17.59 | 33.43 | 11.63 | 15.92 | |
| Trans (2021)+UNet (2015)Params=74.0M, Times (ms)=88.7, Backbone=ResNet-502025.08 | 13.63 | 14.8 | 26.66 | 9.33 | 15.1 |