5-way Classification on EuroSat (K-shot evaluation)
95.34Average AccuracyUniSiam
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniSiamShots=502022.07 | 95.34 | — | — | — | |
| SWAVShots=502022.07 | 93.36 | — | — | — | |
| UniSiamShots=202022.07 | 93.24 | — | — | — | |
| DeepCluster-v2Shots=502022.07 | 93.07 | — | — | — | |
| SimCLR-v2Shots=502022.07 | 92.07 | — | — | — | |
| DeepCluster-v2Shots=202022.07 | 92.02 | — | — | — | |
| SWAVShots=202022.07 | 91.99 | — | — | — | |
| SimCLR-v2Shots=202022.07 | 91.05 | — | — | — | |
| SimCLR-v1Shots=502022.07 | 90.55 | — | — | — | |
| BYOLShots=502022.07 | 90.46 | — | — | — | |
| MoCo-v2Shots=502022.07 | 89.83 | — | — | — | |
| BYOLShots=202022.07 | 89.62 | — | — | — | |
| SupervisedShots=502022.07 | 89.62 | — | — | — | |
| SimCLR-v1Shots=202022.07 | 89.38 | — | — | — | |
| PCL-v2Shots=502022.07 | 89.23 | — | — | — | |
| MoCo-v2Shots=202022.07 | 88.92 | — | — | — | |
| PIRLShots=502022.07 | 88.55 | — | — | — | |
| SeLa-v2Shots=502022.07 | 88.51 | — | — | — | |
| DeepCluster-v2Shots=52022.07 | 88.39 | — | — | — | |
| SupervisedShots=202022.07 | 88.36 | — | — | — | |
| SeLa-v2Shots=202022.07 | 88.34 | — | — | — | |
| MoCo-v1Shots=502022.07 | 87.94 | — | — | — | |
| PCL-v2Shots=202022.07 | 87.94 | — | — | — | |
| InsDisShots=502022.07 | 87.72 | — | — | — | |
| InfoMinShots=502022.07 | 87.61 | — | — | — | |
| SWAVShots=52022.07 | 87.29 | — | — | — | |
| PIRLShots=202022.07 | 87.06 | — | — | — | |
| InfoMinShots=202022.07 | 86.76 | — | — | — | |
| InsDisShots=202022.07 | 86.55 | — | — | — | |
| UniSiamShots=52022.07 | 86.53 | — | — | — | |
| MoCo-v1Shots=202022.07 | 86.52 | — | — | — | |
| SimCLR-v2Shots=52022.07 | 86.45 | — | — | — | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | 85.58 | — | — | — | |
| SeLa-v2Shots=52022.07 | 84.56 | — | — | — | |
| MoCo-v2Shots=52022.07 | 84.15 | — | — | — | |
| SupervisedShots=52022.07 | 83.81 | — | — | — | |
| BYOLShots=52022.07 | 83.64 | — | — | — | |
| SimCLR-v1Shots=52022.07 | 82.78 | — | — | — | |
| PIRLShots=52022.07 | 82.14 | — | — | — | |
| InfoMinShots=52022.07 | 81.68 | — | — | — | |
| InsDisShots=52022.07 | 81.32 | — | — | — | |
| MoCo-v1Shots=52022.07 | 81.29 | — | — | — | |
| PCL-v2Shots=52022.07 | 81.1 | — | — | — | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | 80.12 | — | — | — | |
| PCL-v1Shots=502022.07 | 76.41 | — | — | — | |
| PCL-v1Shots=202022.07 | 75.19 | — | — | — | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | 69.63 | — | — | — | |
| PCL-v1Shots=52022.07 | 66.56 | — | — | — | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | 66.17 | — | — | — | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | 63.12 | — | — | — | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | 61.28 | — | — | — | |
| Pre+LinearUnSup=false, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | — | 79.08 | 87.64 | 91.34 | |
| Pre+Mean-CentroidUnSup=false, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | — | 82.21 | 87.62 | 88.24 | |
| ProtoNetUnSup=false, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | — | 73.29 | 82.27 | 80.48 | |
| ProtoTransferUnSup=true, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | — | 75.62 | 86.8 | 90.46 | |
| UMTRA-ProtoNetUnSup=true, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | — | 74.91 | 80.42 | 82.24 | |
| UMTRA-ProtoTuneUnSup=true, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | — | 68.11 | 81.56 | 85.05 |