Semantic Segmentation on PASCAL-5^i (test)
69.3Mean ScoreMiningFSS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MiningFSSBackbone=ResNet-101, Shots=5, Params=27.7 M, extra_unlabeled_training=true2021.03 | 69.3 | — | 66.2 | 75.4 | 72 | — | 63.4 | |
| MiningFSSBackbone=ResNet-101, Shots=5, Params=27.7 M, extra_unlabeled_training=false2021.03 | 68.8 | — | 65.8 | 74.9 | 71.4 | — | 63.1 | |
| APANetBackbone=ResNet-101, Shots=52021.11 | 68 | 67.5 | 73.3 | 67.9 | 63.1 | — | — | |
| MiningFSSBackbone=ResNet-50, Shots=5, Params=8.7 M, extra_unlabeled_training=true2021.03 | 66.8 | — | 64 | 72.6 | 71.9 | — | 58.7 | |
| MiningFSSBackbone=ResNet-50, Shots=5, Params=8.7 M, extra_unlabeled_training=false2021.03 | 66.1 | — | 63.5 | 71.6 | 71.2 | — | 58.1 | |
| APANetBackbone=ResNet-50, Shots=52021.11 | 66 | 63.3 | 72 | 68.4 | 60.2 | — | — | |
| PPNetBackbone=ResNet-101, Shots=5, Params=50.5 M2021.03 | 65.1 | — | 60.3 | 70 | 69.4 | — | 60.7 | |
| APANetBackbone=ResNet-101, Shots=12021.11 | 64 | 63.1 | 71.1 | 63.8 | 57.9 | — | — | |
| MiningFSSBackbone=ResNet-101, Shots=1, Params=27.7 M, extra_unlabeled_training=true2021.03 | 63.8 | — | 61.7 | 72.4 | 63.4 | — | 57.6 | |
| MiningFSSBackbone=ResNet-50, Shots=1, Params=8.7 M, extra_unlabeled_training=true2021.03 | 63.6 | — | 60.4 | 72.3 | 67.9 | — | 53.6 | |
| PPNetBackbone=ResNet-50, Shots=5, Params=31.5 M2021.03 | 63 | — | 58.9 | 68.3 | 66.8 | — | 58 | |
| APANetBackbone=ResNet-50, Shots=12021.11 | 63 | 62.2 | 70.5 | 61.1 | 58.1 | — | — | |
| SCL (PFENet)Backbone=resnet50, Shots=5-shot2021.03 | 62.9 | 64.5 | 70.9 | 57.3 | 58.7 | — | — | |
| SCLNetBackbone=ResNet-50, Shots=52021.11 | 62.9 | 64.5 | 70.9 | 57.3 | 58.7 | — | — | |
| SAGNNBackbone=ResNet-50, Shots=52021.11 | 62.8 | 64.9 | 70 | 57.9 | 59.3 | — | — | |
| MiningFSSBackbone=ResNet-101, Shots=1, Params=27.7 M, extra_unlabeled_training=false2021.03 | 62.6 | — | 60.8 | 71.3 | 61.5 | — | 56.9 | |
| APANetBackbone=VGG-16, Shots=52021.11 | 62.6 | 59.8 | 70 | 62.7 | 57.7 | — | — | |
| MiningFSSBackbone=ResNet-50, Shots=1, Params=8.7 M, extra_unlabeled_training=false2021.03 | 62.1 | — | 59.2 | 71.2 | 65.6 | — | 52.5 | |
| SAGNNBackbone=ResNet-50, Shots=12021.11 | 62.1 | 64.7 | 69.6 | 57 | 57.2 | — | — | |
| PPNet (ECCV'20)Backbone=resnet50, Shots=5-shot2021.03 | 62 | 58.4 | 67.8 | 64.9 | 56.7 | — | — | |
| PFENet (TPAMI'20)Backbone=resnet50, Shots=5-shot2021.03 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | — | — | |
| PFENetBackbone=ResNet-50, Shots=5, Params=34.3 M2021.03 | 61.9 | — | 63.1 | 70.7 | 55.8 | — | 57.9 | |
| PFENetBackbone=ResNet-50, Shots=52021.11 | 61.9 | 63.1 | 70.7 | 55.8 | 57.9 | — | — | |
| SCL (PFENet)Backbone=resnet50, Shots=1-shot2021.03 | 61.8 | 63 | 70 | 56.5 | 57.7 | — | — | |
| SCLNetBackbone=ResNet-50, Shots=12021.11 | 61.8 | 63 | 70 | 56.5 | 57.7 | — | — | |
| PFENetBackbone=ResNet-101, Shots=5, Params=53.4 M2021.03 | 61.4 | — | 62.8 | 70.4 | 54.9 | — | 57.6 | |
| PFENetBackbone=ResNet-101, Shots=52021.11 | 61.4 | 62.8 | 70.4 | 54.9 | 57.6 | — | — | |
| PFENet (TPAMI'20)Backbone=resnet50, Shots=1-shot2021.03 | 60.8 | 61.7 | 69.5 | 55.4 | 56.3 | — | — | |
| PFENetBackbone=ResNet-50, Shots=1, Params=34.3 M2021.03 | 60.8 | — | 61.7 | 69.5 | 55.4 | — | 56.3 | |
| PFENetBackbone=ResNet-50, Shots=12021.11 | 60.8 | 61.7 | 69.5 | 55.4 | 56.3 | — | — | |
| DAN (ECCV'20)Backbone=resnet101, Shots=5-shot2021.03 | 60.5 | 57.9 | 69 | 60.1 | 54.9 | — | — | |
| DANBackbone=ResNet-101, Shots=52021.03 | 60.5 | — | 57.9 | 69 | 60.1 | — | 54.9 | |
| DANBackbone=ResNet-101, Shots=52021.11 | 60.5 | 57.9 | 69 | 60.1 | 54.9 | — | — | |
| PFENetBackbone=ResNet-101, Shots=1, Params=53.4 M2021.03 | 60.1 | — | 60.5 | 69.4 | 54.4 | — | 55.9 | |
| PFENetBackbone=ResNet-101, Shots=12021.11 | 60.1 | 60.5 | 69.4 | 54.4 | 55.9 | — | — | |
| SimPropNetBackbone=ResNet-50, Shots=52021.11 | 60 | 57.2 | 68.5 | 58.4 | 56.1 | — | — | |
| FWB (ICCV'19)Backbone=resnet101, Shots=5-shot2021.03 | 59.9 | 54.8 | 67.4 | 62.2 | 55.3 | — | — | |
| FWBBackbone=ResNet-101, Shots=5, Params=43.0 M2021.03 | 59.9 | — | 54.8 | 67.4 | 62.2 | — | 55.3 | |
| FWBBackbone=ResNet-101, Shots=52021.11 | 59.9 | 54.8 | 67.4 | 62.2 | 55.3 | — | — | |
| PANetBackbone=ResNet-50, Shots=5, Params=23.5 M2021.03 | 59.3 | — | 55.3 | 67.2 | 61.3 | — | 53.2 | |
| SCL (CANet)Backbone=resnet50, Shots=5-shot2021.03 | 59.2 | 59.5 | 68.5 | 54.9 | 53.7 | — | — | |
| APANetBackbone=VGG-16, Shots=12021.11 | 59 | 58 | 68.9 | 57 | 52.2 | — | — | |
| PFENetBackbone=VGG-16, Shots=52021.11 | 59 | 59 | 69.1 | 54.8 | 52.9 | — | — | |
| CRNet (CVPR'20)Backbone=resnet50, Shots=5-shot2021.03 | 58.8 | — | — | — | — | — | — | |
| CRNetBackbone=ResNet-50, Shots=52021.11 | 58.8 | — | — | — | — | — | — | |
| PGNet (ICCV'19)Backbone=resnet50, Shots=5-shot2021.03 | 58.5 | 57.7 | 68.7 | 52.9 | 54.6 | — | — | |
| PGNetBackbone=ResNet-50, Shots=52021.11 | 58.5 | 57.7 | 68.7 | 52.9 | 54.6 | — | — | |
| DAN (ECCV'20)Backbone=resnet101, Shots=1-shot2021.03 | 58.2 | 54.7 | 68.6 | 57.8 | 51.6 | — | — | |
| DANBackbone=ResNet-101, Shots=12021.03 | 58.2 | — | 54.7 | 68.6 | 57.8 | — | 51.6 | |
| DANBackbone=ResNet-101, Shots=12021.11 | 58.2 | 54.7 | 68.6 | 57.8 | 51.6 | — | — | |
| PFENetBackbone=VGG-16, Shots=12021.11 | 58 | 56.9 | 68.2 | 54.4 | 52.4 | — | — | |
| PGNetBackbone=ResNet-50, Shots=12021.11 | 57.7 | 56 | 66.9 | 50.6 | 56 | — | — | |
| SCL (CANet)Backbone=resnet50, Shots=1-shot2021.03 | 57.5 | 56.8 | 67.3 | 53.5 | 52.5 | — | — | |
| RPMMS (ECCV'20)Backbone=resnet50, Shots=5-shot2021.03 | 57.3 | 56.3 | 67.3 | 54.5 | 51 | — | — | |
| PMMsBackbone=ResNet-50, Shots=5, Params=19.6 M2021.03 | 57.3 | — | 56.3 | 67.3 | 54.5 | — | 51 | |
| RPMMBackbone=ResNet-50, Shots=52021.11 | 57.3 | 56.3 | 67.3 | 54.5 | 51 | — | — | |
| SimPropNetBackbone=ResNet-50, Shots=12021.11 | 57.2 | 54.9 | 67.3 | 54.5 | 52 | — | — | |
| CANet (CVPR'19)Backbone=resnet50, Shots=5-shot2021.03 | 57.1 | 55.5 | 67.8 | 51.9 | 53.2 | — | — | |
| CANetBackbone=ResNet-50, Shots=5, Params=36.4 M2021.03 | 57.1 | — | 55.5 | 67.8 | 51.9 | — | 53.2 | |
| CANetBackbone=ResNet-50, Shots=52021.11 | 57.1 | 55.5 | 67.8 | 51.9 | 53.2 | — | — | |
| PGNetBackbone=ResNet-50, Shots=5, Params=32.5 M2021.03 | 56.8 | — | 54.9 | 67.4 | 51.8 | — | 53 | |
| RPMMS (ECCV'20)Backbone=resnet50, Shots=1-shot2021.03 | 56.3 | 55.2 | 65.9 | 52.6 | 50.7 | — | — | |
| PMMsBackbone=ResNet-50, Shots=1, Params=19.6 M2021.03 | 56.3 | — | 55.2 | 66.9 | 52.6 | — | 50.7 | |
| RPMMBackbone=ResNet-50, Shots=12021.11 | 56.3 | 55.2 | 66.9 | 52.6 | 50.7 | — | — | |
| FWB (ICCV'19)Backbone=resnet101, Shots=1-shot2021.03 | 56.2 | 51.3 | 64.5 | 56.7 | 52.2 | — | — | |
| FWBBackbone=ResNet-101, Shots=1, Params=43.0 M2021.03 | 56.2 | — | 51.3 | 64.5 | 56.7 | — | 52.2 | |
| FWBBackbone=ResNet-101, Shots=12021.11 | 56.2 | 51.3 | 64.5 | 56.7 | 52.2 | — | — | |
| PGNet (ICCV'19)Backbone=resnet50, Shots=1-shot2021.03 | 56 | 56 | 66.9 | 50.6 | 50.4 | — | — | |
| PGNetBackbone=ResNet-50, Shots=1, Params=32.5 M2021.03 | 56 | — | 56 | 66.9 | 50.6 | — | 50.4 | |
| PANet (ICCV'19)Backbone=vgg16, Shots=5-shot2021.03 | 55.7 | 51.8 | 64.6 | 59.8 | 46.5 | — | — | |
| CRNet (CVPR'20)Backbone=resnet50, Shots=1-shot2021.03 | 55.7 | — | — | — | — | — | — | |
| CRNetBackbone=ResNet-50, Shots=12021.11 | 55.7 | — | — | — | — | — | — | |
| PANetBackbone=VGG-16, Shots=52021.11 | 55.7 | 51.8 | 64.6 | 59.8 | 46.5 | — | — | |
| CANet (CVPR'19)Backbone=resnet50, Shots=1-shot2021.03 | 55.4 | 52.5 | 65.9 | 51.3 | 51.9 | — | — | |
| CANetBackbone=ResNet-50, Shots=1, Params=36.4 M2021.03 | 55.4 | — | 52.5 | 65.9 | 51.3 | — | 51.9 | |
| CANetBackbone=ResNet-50, Shots=12021.11 | 55.4 | 52.5 | 65.9 | 51.3 | 51.9 | — | — | |
| PPNetBackbone=ResNet-101, Shots=1, Params=50.5 M2021.03 | 55.2 | — | 52.7 | 62.8 | 57.4 | — | 47.7 | |
| FWBBackbone=VGG-16, Shots=52021.11 | 55.1 | 50.9 | 62.9 | 56.5 | 50.1 | — | — | |
| RPMMBackbone=VGG-16, Shots=52021.11 | 54 | 55 | 66.5 | 51.9 | 47.6 | — | — | |
| RPMMBackbone=VGG-16, Shots=12021.11 | 53 | 47.1 | 65.8 | 50.6 | 48.5 | — | — | |
| PPNetBackbone=ResNet-50, Shots=1, Params=31.5 M2021.03 | 52.8 | — | 48.6 | 60.6 | 55.7 | — | 46.5 | |
| FWBBackbone=VGG-16, Shots=12021.11 | 51.9 | 47 | 59.6 | 52.6 | 48.3 | — | — | |
| PPNet (ECCV'20)Backbone=resnet50, Shots=1-shot2021.03 | 51.5 | 47.8 | 58.8 | 53.8 | 45.6 | — | — | |
| PANetBackbone=ResNet-50, Shots=1, Params=23.5 M2021.03 | 49.1 | — | 44 | 57.5 | 50.8 | — | 44 | |
| PANet (ICCV'19)Backbone=vgg16, Shots=1-shot2021.03 | 48.1 | 42.3 | 58 | 51.1 | 41.2 | — | — | |
| PANetBackbone=VGG-16, Shots=12021.11 | 48.1 | 42.3 | 58 | 51.1 | 41.2 | — | — | |
| SG-One-avgevaluation=five-shot, pooling_strategy=average2018.10 | 47.1 | 41.9 | 58.6 | 48.6 | 39.4 | — | — | |
| SG-OneBackbone=vgg16, Shots=5-shot2021.03 | 47.1 | 41.9 | 58.6 | 48.6 | 39.4 | — | — | |
| SG-OneBackbone=VGG-16, Shots=52021.11 | 47.1 | 41.9 | 58.6 | 48.6 | 39.4 | — | — | |
| AMPBackbone=VGG-16, Shots=52021.11 | 46.9 | 41.8 | 55.5 | 50.3 | 39.9 | — | — | |
| SG-Oneshot=one-shot2018.10 | 46.3 | 40.2 | 58.4 | 48.4 | 38.4 | — | — | |
| SG-OneBackbone=vgg16, Shots=1-shot2021.03 | 46.3 | 40.2 | 58.4 | 48.4 | 38.4 | — | — | |
| SG-OneBackbone=VGG-16, Shots=12021.11 | 46.3 | 40.2 | 58.4 | 48.4 | 38.4 | — | — | |
| SG-One-maxevaluation=five-shot, pooling_strategy=max2018.10 | 46.2 | 40.8 | 57.2 | 46 | 38.5 | — | — | |
| OSLSM (BMVC'17)Backbone=vgg16, Shots=5-shot2021.03 | 44 | 35.9 | 58.1 | 42.7 | 39.1 | — | — | |
| OSLSMevaluation=five-shot2018.10 | 43.9 | 35.9 | 58.1 | 42.7 | 39.1 | — | — | |
| AMPBackbone=VGG-16, Shots=12021.11 | 43.4 | 41.9 | 50.2 | 46.7 | 34.7 | — | — | |
| co-FCNevaluation=five-shot2018.10 | 41.4 | 37.5 | 50 | 44.1 | 33.9 | — | — | |
| co-FCNshot=one-shot2018.10 | 41.1 | 36.7 | 50.6 | 44.9 | 32.4 | — | — | |
| OSLSMshot=one-shot2018.10 | 40.8 | 33.6 | 55.3 | 40.9 | 33.5 | — | — |