Few-shot segmentation on COCO 20^i (val)
61.8Mean ScorePGMA-Net
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PGMA-NetPretrain=CLIP, Backbone=RN101, Shots=5-shot2023.08 | 61.8 | 55.9 | 65.9 | 63.4 | 61.9 | 79.4 | — | |
| PGMA-NetPretrain=CLIP, Backbone=RN101, Shots=1-shot2023.08 | 59.4 | 55.2 | 62.7 | 60.3 | 59.4 | 78.5 | — | |
| PGMA-NetPretrain=CLIP, Backbone=RN50, Shots=5-shot2023.08 | 57.1 | 49.5 | 61.7 | 59.1 | 57.9 | 76.7 | — | |
| PGMA-NetPretrain=CLIP, Backbone=RN50, Shots=1-shot2023.08 | 54.3 | 49.9 | 56.7 | 55.8 | 54.7 | 75.8 | — | |
| HPAPretrain=IN1K, Backbone=RN101, Shots=5-shot2023.08 | 52.4 | 49.2 | 57.8 | 52 | 50.6 | 74 | — | |
| DCAMAPretrain=IN1K, Backbone=RN101, Shots=5-shot2023.08 | 51.9 | 48 | 58 | 54.3 | 47.1 | 73.3 | — | |
| SSPPretrain=IN1K, Backbone=RN101, Shots=5-shot2023.08 | 50.2 | 47.4 | 54.5 | 50.4 | 49.6 | — | — | |
| HPAPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 50 | 45.5 | 55.4 | 48.9 | 50.2 | 71.2 | — | |
| DPCNPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 49.8 | 46 | 54.9 | 50.8 | 47.4 | 67.4 | — | |
| HSNetPretrain=IN1K, Backbone=RN101, Shots=5-shot2023.08 | 49.5 | 45.9 | 53 | 51.8 | 47.1 | 72.4 | — | |
| ABCNetPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 49.1 | 45.5 | 51.7 | 52.6 | 46.4 | 72.7 | — | |
| DCAMAPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 48.3 | 45.9 | 50.5 | 50.7 | 46 | 71.7 | — | |
| VATBackbone=ResNet50, Shot=5-shot2022.07 | 47.9 | 44.1 | 51.1 | 50.2 | 46.1 | 72.4 | 54.9 | |
| FECANetPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 47.6 | 44.6 | 51.5 | 48.4 | 45.8 | 71.1 | — | |
| HSNetBackbone=ResNet50, Shot=5-shot2022.07 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | 70.7 | 53.8 | |
| HSNetPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 46.9 | 43.3 | 51.3 | 48.2 | 45 | 70.7 | — | |
| HPAPretrain=IN1K, Backbone=RN101, Shots=1-shot2023.08 | 45.8 | 43.1 | 50 | 44.8 | 45.2 | 68.4 | — | |
| CyCTRBackbone=ResNet50, Shot=5-shot2022.07 | 45.6 | 41.1 | 48.9 | 45.2 | 47 | — | — | |
| SSPPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 44.1 | 40.6 | 47 | 45.1 | 43.9 | — | — | |
| ABCNetPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 44.1 | 42.3 | 46.2 | 46 | 42 | 69.9 | — | |
| DCAMAPretrain=IN1K, Backbone=RN101, Shots=1-shot2023.08 | 43.5 | 41.5 | 46.2 | 45.2 | 41.1 | 69.9 | — | |
| HPAPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 43.4 | 40.3 | 46.6 | 44.1 | 42.7 | 68.2 | — | |
| DCAMAPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 43.3 | 41.9 | 45.1 | 44.4 | 41.7 | 69.5 | — | |
| DPCNPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 43 | 42 | 47 | 43.2 | 39.7 | 63.2 | — | |
| PFENetPretrain=IN1K, Backbone=RN101, Shots=5-shot2023.08 | 42.7 | 40.4 | 46.8 | 43.2 | 40.5 | 65.8 | — | |
| ASGNetBackbone=ResNet50, Shot=5-shot2022.07 | 42.5 | — | — | — | — | 67 | — | |
| SSPPretrain=IN1K, Backbone=RN101, Shots=1-shot2023.08 | 42 | 39.1 | 45.1 | 42.7 | 41.2 | — | — | |
| RePRIBackbone=ResNet50, Shot=5-shot2022.07 | 41.6 | 39.3 | 45.4 | 39.7 | 41.8 | — | 4.21 | |
| RePRIPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 41.6 | 39.3 | 45.4 | 39.7 | 41.8 | — | — | |
| FECANetPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 41.6 | 38.5 | 44.6 | 42.6 | 40.7 | 69.6 | — | |
| VATBackbone=ResNet50, Shot=1-shot2022.07 | 41.3 | 39 | 43.8 | 42.6 | 39.7 | 68.8 | 54.2 | |
| HSNetPretrain=IN1K, Backbone=RN101, Shots=1-shot2023.08 | 41.2 | 37.2 | 44.1 | 42.4 | 41.3 | 69.1 | — | |
| CyCTRBackbone=ResNet50, Shot=1-shot2022.07 | 40.3 | 38.9 | 43 | 39.6 | 39.8 | — | — | |
| NTRENetPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 40.3 | 38.2 | 44.1 | 40.4 | 38.4 | 69.2 | — | |
| NTRENetPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 39.3 | 36.8 | 42.6 | 39.9 | 37.9 | 68.5 | — | |
| HSNetBackbone=ResNet50, Shot=1-shot2022.07 | 39.2 | 36.3 | 43.1 | 38.7 | 38.7 | 68.2 | 53 | |
| HSNetPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 39.2 | 36.3 | 43.1 | 38.7 | 38.7 | 68.2 | — | |
| PFENetBackbone=ResNet50, Shot=5-shot2022.07 | 39 | 36.5 | 43.3 | 37.8 | 38.4 | — | — | |
| PFENetPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 39 | 36.5 | 43.3 | 37.8 | 38.4 | — | — | |
| RPMG-FSSPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 38.8 | 38.3 | 41.4 | 39.6 | 35.9 | — | — | |
| PPNetPretrain=IN1K, Backbone=RN50, Shots=5-shot2023.08 | 38.5 | 39 | 40.8 | 37.1 | 37.3 | — | — | |
| PFENetPretrain=IN1K, Backbone=RN101, Shots=1-shot2023.08 | 38.5 | 36.8 | 41.8 | 38.7 | 36.7 | 63 | — | |
| SSPPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 37.4 | 35.5 | 39.6 | 37.9 | 36.7 | — | — | |
| PFENetBackbone=ResNet50, Shot=1-shot2022.07 | 35.8 | 36.5 | 38.6 | 34.5 | 33.8 | — | — | |
| PFENetPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 35.8 | 36.5 | 38.6 | 34.5 | 33.8 | — | — | |
| RPMMBackbone=ResNet50, Shot=5-shot2022.07 | 35.5 | 33.8 | 42 | 33 | 33.3 | — | — | |
| ASGNetBackbone=ResNet50, Shot=1-shot2022.07 | 34.6 | — | — | — | — | 60.4 | — | |
| PMMBackbone=ResNet50, Shot=5-shot2022.07 | 34.3 | 33 | 40.6 | 30.3 | 33.3 | — | — | |
| RePRIBackbone=ResNet50, Shot=1-shot2022.07 | 34.1 | 32 | 38.7 | 32.7 | 33.1 | — | 6.31 | |
| RePRIPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 34.1 | 32 | 38.7 | 32.7 | 33.1 | — | — | |
| CLIPSeg(COCO+N)Pretrain=CLIP, Backbone=ViT-B/16, Shots=1-shot2023.08 | 33.3 | — | — | — | — | — | — | |
| CLIPSeg(COCO)Pretrain=CLIP, Backbone=ViT-B/16, Shots=1-shot2023.08 | 33.2 | — | — | — | — | — | — | |
| RPMMBackbone=ResNet50, Shot=1-shot2022.07 | 30.6 | 29.5 | 36.8 | 28.9 | 27 | — | — | |
| PMMBackbone=ResNet50, Shot=1-shot2022.07 | 29.6 | 29.3 | 34.8 | 27.1 | 27.3 | — | — | |
| PPNetPretrain=IN1K, Backbone=RN50, Shots=1-shot2023.08 | 29 | 28.1 | 30.8 | 29.5 | 27.7 | — | — |