5-way Few-shot Classification on CUB
93.5AccuracyHMDRN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HMDRNN-shot=5-shot, Backbone=Conv-42025.06 | 93.5 | — | — | |
| BiFRNN-shot=5-shot, Backbone=Conv-42025.06 | 92.22 | — | — | |
| C2-NetN-shot=5-shot, Backbone=Conv-42025.06 | 91.31 | — | — | |
| FRN+TDMN-shot=5-shot, Backbone=Conv-42025.06 | 90.33 | — | — | |
| FRNN-shot=5-shot, Backbone=Conv-42025.06 | 89.39 | — | — | |
| SRNetN-shot=5-shot, Backbone=Conv-42025.06 | 86.42 | — | — | |
| CTXN-shot=5-shot, Backbone=Conv-42025.06 | 86.23 | — | — | |
| ProtoNetN-shot=5-shot, Backbone=Conv-42025.06 | 85.74 | — | — | |
| BSNet(D&C)N-shot=5-shot, Backbone=Conv-42025.06 | 85.39 | — | — | |
| DSNN-shot=5-shot, Backbone=Conv-42025.06 | 84.62 | — | — | |
| DN4N-shot=5-shot, Backbone=Conv-42025.06 | 84.41 | — | — | |
| DLGN-shot=5-shot, Backbone=Conv-42025.06 | 83.31 | — | — | |
| PARNN-shot=5-shot, Backbone=Conv-42025.06 | 83.11 | — | — | |
| HMDRNN-shot=1-shot, Backbone=Conv-42025.06 | 82.55 | — | — | |
| VFDN-shot=5-shot, Backbone=Conv-42025.06 | 82.42 | — | — | |
| C2-NetN-shot=1-shot, Backbone=Conv-42025.06 | 81 | — | — | |
| DeepEMDN-shot=5-shot, Backbone=Conv-42025.06 | 80.55 | — | — | |
| MattMLN-shot=5-shot, Backbone=Conv-42025.06 | 80.34 | — | — | |
| BiFRNN-shot=1-shot, Backbone=Conv-42025.06 | 79.08 | — | — | |
| SAMLN-shot=5-shot, Backbone=Conv-42025.06 | 78.47 | — | — | |
| RelationN-shot=5-shot, Backbone=Conv-42025.06 | 77.87 | — | — | |
| FRN+TDMN-shot=1-shot, Backbone=Conv-42025.06 | 76.55 | — | — | |
| LRPABNN-shot=5-shot, Backbone=Conv-42025.06 | 76.06 | — | — | |
| FRNN-shot=1-shot, Backbone=Conv-42025.06 | 74.9 | — | — | |
| MixtFSLN-shot=5-shot, Backbone=Conv-42025.06 | 74.77 | — | — | |
| MatchingN-shot=5-shot, Backbone=Conv-42025.06 | 74.57 | — | — | |
| PARNN-shot=1-shot, Backbone=Conv-42025.06 | 74.43 | — | — | |
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 73.39 | — | — | |
| CTXN-shot=1-shot, Backbone=Conv-42025.06 | 72.61 | — | — | |
| DSNN-shot=1-shot, Backbone=Conv-42025.06 | 72.56 | — | — | |
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 72.37 | — | — | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 72.06 | — | — | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 71.27 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 70.9 | — | — | |
| SRNetN-shot=1-shot, Backbone=Conv-42025.06 | 70.79 | — | — | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 70.39 | — | — | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 69.98 | — | — | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 69.83 | — | — | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 68.95 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 68.72 | — | — | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 68.51 | — | — | |
| VFDN-shot=1-shot, Backbone=Conv-42025.06 | 68.42 | — | — | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | 68.25 | — | — | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 67.77 | — | — | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 66.98 | — | — | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 66.62 | — | — | |
| MattMLN-shot=1-shot, Backbone=Conv-42025.06 | 66.29 | — | — | |
| GNN w/ ATAShot=5-shot2022.08 | 66.22 | — | — | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 66.22 | — | — | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | 65.86 | — | — | |
| SAMLN-shot=1-shot, Backbone=Conv-42025.06 | 65.35 | — | — | |
| TPN w/ ATAShot=5-shot2022.08 | 65.31 | — | — | |
| GNN w/ FTShot=5-shot2022.08 | 64.97 | — | — | |
| ProtoNetN-shot=1-shot, Backbone=Conv-42025.06 | 64.82 | — | — | |
| DLGN-shot=1-shot, Backbone=Conv-42025.06 | 64.77 | — | — | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 64.14 | — | — | |
| DeepEMDN-shot=1-shot, Backbone=Conv-42025.06 | 64.08 | — | — | |
| RelationN-shot=1-shot, Backbone=Conv-42025.06 | 63.94 | — | — | |
| LRPABNN-shot=1-shot, Backbone=Conv-42025.06 | 63.63 | — | — | |
| TPNShot=5-shot2022.08 | 63.52 | — | — | |
| GNNShot=5-shot2022.08 | 62.87 | — | — | |
| GNN w/ LRPShot=5-shot2022.08 | 62.86 | — | — | |
| BSNet(D&C)N-shot=1-shot, Backbone=Conv-42025.06 | 62.84 | — | — | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 62.25 | — | — | |
| MatchingN-shot=1-shot, Backbone=Conv-42025.06 | 60.06 | — | — | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | 59.46 | — | — | |
| TPN w/ FTShot=5-shot2022.08 | 58.18 | — | — | |
| MN w/ ATAShot=5-shot2022.08 | 57.53 | — | — | |
| DN4N-shot=1-shot, Backbone=Conv-42025.06 | 57.45 | — | — | |
| MixtFSLN-shot=1-shot, Backbone=Conv-42025.06 | 56.9 | — | — | |
| MN w/ FTShot=5-shot2022.08 | 55.23 | — | — | |
| MNShot=5-shot2022.08 | 51.37 | — | — | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | 50.85 | — | — | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 50.62 | — | — | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 50.62 | — | — | |
| TPN w/ ATAShot=1-shot2022.08 | 50.26 | — | — | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 50.01 | — | — | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 49.99 | — | — | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 49.49 | — | — | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 49.49 | — | — | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 48.96 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 48.49 | — | — | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 48.49 | — | — | |
| TPNShot=1-shot2022.08 | 48.3 | — | — | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 47.71 | — | — | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 47.47 | — | — | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | 46.86 | — | — | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 46.23 | — | — | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 45.69 | — | — | |
| GNN w/ FTShot=1-shot2022.08 | 45.5 | — | — | |
| GNN w/ ATAShot=1-shot2022.08 | 45 | — | — | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 45 | — | — | |
| GNNShot=1-shot2022.08 | 44.4 | — | — | |
| TPN w/ FTShot=1-shot2022.08 | 44.24 | — | — | |
| GNN w/ LRPShot=1-shot2022.08 | 43.89 | — | — | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | 41.02 | — | — | |
| MN w/ ATAShot=1-shot2022.08 | 39.65 | — | — | |
| MN w/ FTShot=1-shot2022.08 | 36.61 | — | — | |
| MNShot=1-shot2022.08 | 35.89 | — | — | |
| ABML2023.10 | — | 49.57 | 68.94 |