Generalized Few-Shot Semantic Segmentation on PASCAL VOC (train val)
22.58Mean Novel mIoUClass-Contrastive Approach for GFSSeg
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Class-Contrastive Approach for GFSSegShot=1-shot2023.03 | 22.58 | 17.98 | 72.14 | 59.24 | 34.05 | 65.56 | 58.05 | 22.83 | 65.86 | 55.52 | 15.45 | 73.97 | 59.76 | 69.38 | 58.14 | |
| ABPNetShot=1-shot2023.03 | 22.54 | — | — | — | — | — | — | — | — | — | — | — | — | 68.53 | 57.58 | |
| CAPLShot=1-shot2023.03 | 17.45 | 11.47 | 69.71 | 55.85 | 25.94 | 63.02 | 54.19 | 20.34 | 61.41 | 51.63 | 12.04 | 70.19 | 57.11 | 66.08 | 53.89 | |
| PANetShot=1-shot2023.03 | 10.39 | 7.96 | 30.5 | 25.94 | 11.72 | 29.72 | 25.44 | 13.26 | 30.08 | 26.08 | 8.63 | 37.21 | 31.88 | 31.88 | 26.96 | |
| PFENetShot=1-shot2023.03 | 2.67 | 1.93 | 8.26 | 6.75 | 3.43 | 9.26 | 7.87 | 3.38 | 3.46 | 3.44 | 1.93 | 12.26 | 10.44 | 8.31 | 6.97 |