Semantic Segmentation on MS COCO 20i
57.8COCO-20^0 Fold ScoreMLC
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MLCBackbone=ResNet-101, Shots=5-shot2022.11 | 57.8 | 47.1 | 37.8 | 37.6 | — | 45.1 | — | — | |
| MLCBackbone=ResNet-50, Shots=5-shot2022.11 | 54.9 | 42.1 | 34.9 | 33.6 | — | 41.4 | — | — | |
| MLCBackbone=ResNet-101, Shots=1-shot2022.11 | 51.1 | 38.7 | 28.5 | 31.6 | — | 37.5 | — | — | |
| IPRNetBackbone=ResNet-101, Shots=5-shot2022.11 | 50.7 | 58.3 | 52.8 | 51.3 | — | 53.3 | — | — | |
| MLCBackbone=ResNet-50, Shots=1-shot2022.11 | 48 | 36.6 | 27.4 | 28.2 | — | 35.1 | — | — | |
| IPRNetBackbone=ResNet-50, Shots=5-shot2022.11 | 48 | 55.7 | 50.7 | 50.1 | — | 51.1 | — | — | |
| HSNetBackbone=ResNet-101, Shots=5-shot2022.11 | 45.9 | 53 | 51.8 | 47.1 | — | 49.5 | — | — | |
| HSNetBackbone=ResNet-50, Shots=5-shot2022.11 | 43.3 | 51.3 | 48.2 | 45 | — | 46.9 | — | — | |
| IPRNetBackbone=ResNet-101, Shots=1-shot2022.11 | 42.9 | 50.6 | 46.8 | 47.4 | — | 46.9 | — | — | |
| IPRNetBackbone=ResNet-50, Shots=1-shot2022.11 | 42.2 | 48.9 | 45.5 | 44.6 | — | 45.3 | — | — | |
| PPNetBackbone=ResNet-50, Shots=5-shot2022.11 | 39 | 40.8 | 37.1 | 37.3 | — | 38.5 | — | — | |
| PFENetShot=5-shot, Backbone=ResNet101, Multi-scale evaluation=false2021.06 | 38.5 | 38.6 | 38.2 | 34.3 | 37.4 | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=5-shot2022.11 | 38.5 | 38.6 | 38.2 | 34.3 | — | 37.4 | — | — | |
| HSNetBackbone=ResNet-101, Shots=1-shot2022.11 | 37.2 | 44.1 | 42.4 | 41.3 | — | 41.2 | — | — | |
| PFENetBackbone=ResNet-50, Shots=1-shot2022.11 | 36.5 | 38.6 | 34.5 | 33.8 | — | 35.8 | — | — | |
| PFENetBackbone=ResNet-50, Shots=5-shot2022.11 | 36.5 | 43.3 | 37.8 | 38.4 | — | 39 | — | — | |
| HSNetBackbone=ResNet-50, Shots=1-shot2022.11 | 36.3 | 43.1 | 38.7 | 39.2 | — | 39.2 | — | — | |
| PFENetShot=1-shot, Backbone=ResNet101, Multi-scale evaluation=false2021.06 | 34.3 | 33 | 32.3 | 30.1 | 32.4 | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=1-shot2022.11 | 34.3 | 33 | 32.3 | 30.1 | — | 32.4 | — | — | |
| RPMMsSettings=5-shot, Backbone=ResNet502020.08 | 33.82 | 41.96 | 32.99 | 33.33 | 0.3552 | — | — | — | |
| RPMMsShot=5-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | 33.82 | 41.96 | 32.99 | 33.33 | 35.52 | — | — | — | |
| ASRShot=5-shot, Backbone=ResNet50, Multi-scale evaluation=true2021.06 | 33.12 | 39.51 | 34.16 | 36.21 | 35.75 | — | — | — | |
| PMMsSettings=5-shot, Backbone=ResNet502020.08 | 33 | 40.55 | 30.29 | 33.27 | 0.3428 | — | — | — | |
| ASRShot=5-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | 31.26 | 37.86 | 33.47 | 35.21 | 34.35 | — | — | — | |
| ASRShot=1-shot, Backbone=ResNet50, Multi-scale evaluation=true2021.06 | 30.62 | 36.73 | 32.68 | 35.35 | 33.85 | — | — | — | |
| ASRShot=1-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | 29.89 | 34.98 | 31.86 | 33.51 | 32.56 | — | — | — | |
| RPMMsSettings=1-shot, Backbone=ResNet502020.08 | 29.53 | 36.82 | 28.94 | 27.02 | 0.3058 | — | — | — | |
| RPMMsShot=1-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | 29.53 | 36.82 | 28.94 | 27.02 | 30.58 | — | — | — | |
| PMMsSettings=1-shot, Backbone=ResNet502020.08 | 29.28 | 34.81 | 27.08 | 27.27 | 0.2961 | — | — | — | |
| PPNetBackbone=ResNet-50, Shots=1-shot2022.11 | 28.1 | 30.8 | 29.5 | 27.7 | — | 29 | — | — | |
| BaselineSettings=5-shot, Backbone=ResNet50, Note=CANet without iterative optimization2020.08 | 25.95 | 32.38 | 26.11 | 26.98 | 0.2786 | — | — | — | |
| BaselineSettings=1-shot, Backbone=ResNet50, Note=CANet without iterative optimization2020.08 | 25.08 | 30.25 | 24.45 | 24.67 | 0.2611 | — | — | — | |
| DANShot=1-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | 24.4 | — | — | — | — | — | — | — | |
| SSTShot=1-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | 22.2 | — | — | — | — | — | — | — | |
| FWBSettings=5-shot, Backbone=ResNet1012020.08 | 19.13 | 21.46 | 23.93 | 30.08 | 0.2365 | — | — | — | |
| FWBShot=5-shot, Backbone=ResNet101, Multi-scale evaluation=false2021.06 | 19.13 | 21.46 | 23.93 | 30.08 | 23.65 | — | — | — | |
| FWBBackbone=ResNet-101, Shots=5-shot2022.11 | 19.1 | 21.5 | 23.9 | 30.1 | — | 23.7 | — | — | |
| FWBBackbone=ResNet-101, Shots=1-shot2022.11 | 17 | 18 | 21 | 28.9 | — | 21.2 | — | — | |
| FWBSettings=1-shot, Backbone=ResNet1012020.08 | 16.98 | 17.98 | 20.96 | 28.85 | 0.2119 | — | — | — | |
| FWBShot=1-shot, Backbone=ResNet101, Multi-scale evaluation=false2021.06 | 16.98 | 17.98 | 20.96 | 28.85 | 21.19 | — | — | — | |
| CLIP-Deconv (COCO+N)t=0.1, vis. backb.=ViT (CLIP), one-shot protocol=true, negative samples (+N)=10%2021.12 | — | — | — | — | — | 29.8 | 56.8 | 40.8 | |
| CLIPSeg (COCO)t=0.1, vis. backb.=ViT (CLIP), one-shot protocol=true, negative samples (+N)=false2021.12 | — | — | — | — | — | 33.2 | 58.4 | 40.5 | |
| CLIPSeg (COCO+N)t=0.1, vis. backb.=ViT (CLIP), one-shot protocol=true, negative samples (+N)=10%2021.12 | — | — | — | — | — | 33.3 | 59.1 | 41.7 | |
| DANShot=5-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | — | — | — | — | 29.6 | — | — | — | |
| HSNetvis. backb.=RN50, one-shot protocol=true2021.12 | — | — | — | — | — | 39.2 | 68.2 | — | |
| HSNetvis. backb.=RN101, one-shot protocol=true2021.12 | — | — | — | — | — | 41.2 | 69.1 | — | |
| PANetSettings=1-shot, Backbone=ResNet502020.08 | — | — | — | — | 0.209 | — | — | — | |
| PANetSettings=5-shot, Backbone=ResNet502020.08 | — | — | — | — | 0.297 | — | — | — | |
| PFENetvis. backb.=RN50, one-shot protocol=true2021.12 | — | — | — | — | — | 35.8 | — | — | |
| PPNetvis. backb.=RN50, one-shot protocol=true2021.12 | — | — | — | — | — | 29 | — | — | |
| RePRIvis. backb.=RN50, one-shot protocol=true2021.12 | — | — | — | — | — | 34 | — | — | |
| SSTShot=5-shot, Backbone=ResNet50, Multi-scale evaluation=false2021.06 | — | — | — | — | 31.3 | — | — | — | |
| ViTSeg (COCO)t=0.1, vis. backb.=ViT (IN), one-shot protocol=true, negative samples (+N)=false2021.12 | — | — | — | — | — | 14.4 | 46.1 | 15.7 |