Few-shot Classification on Stanford Dogs
78.88Accuracy (1-shot)HMDRN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HMDRNBackbone=ResNet-12, Ways=5-way2025.06 | 78.88 | — | 89.88 | |
| ESPTBackbone=ResNet-12, Ways=5-way2025.06 | 78.26 | — | 89.35 | |
| FRN+TDMBackbone=ResNet-12, Ways=5-way2025.06 | 77.94 | — | 89.54 | |
| BiFRNBackbone=ResNet-12, Ways=5-way2025.06 | 76.89 | — | 88.27 | |
| FRNBackbone=ResNet-12, Ways=5-way2025.06 | 76.76 | — | 88.74 | |
| VFDBackbone=ResNet-12, Ways=5-way2025.06 | 76.24 | — | 88 | |
| SRNetBackbone=ResNet-12, Ways=5-way2025.06 | 75.63 | — | 88.92 | |
| RENetBackbone=ResNet-12, Ways=5-way2025.06 | 75.6 | — | 88.37 | |
| C2-NetBackbone=ResNet-12, Ways=5-way2025.06 | 75.5 | — | 87.65 | |
| ProtoNetBackbone=ResNet-12, Ways=5-way2025.06 | 73.81 | — | 87.39 | |
| DeepBDCBackbone=ResNet-12, Ways=5-way2025.06 | 73.57 | — | 86.61 | |
| CTXBackbone=ResNet-12, Ways=5-way2025.06 | 73.22 | — | 85.9 | |
| MCL-KatzBackbone=ResNet-12, Ways=5-way2025.06 | 71.49 | — | 85.24 | |
| MCL-Katz+PSMBackbone=ResNet-12, Ways=5-way2025.06 | 71.3 | — | 85.08 | |
| DeepEMDBackbone=ResNet-12, Ways=5-way2025.06 | 70.38 | — | 85.24 | |
| BSFABackbone=ResNet-12, Ways=5-way2025.06 | 69.58 | — | 82.59 | |
| HelixFormerBackbone=ResNet-12, Ways=5-way2025.06 | 65.92 | — | 80.65 | |
| Variational Feature DisentanglingBackbone=Conv4, Ways=52020.10 | 57.03 | — | 73 | |
| MattMLBackbone=Conv4, Ways=52020.10 | 54.84 | — | 71.34 | |
| CovaMNetBackbone=Conv4, Ways=52020.10 | 49.1 | — | 63.04 | |
| DN4Backbone=Conv4, Ways=52020.10 | 45.73 | — | 61.51 | |
| LRPABNBackbone=Conv4, Ways=52020.10 | 45.72 | — | 60.94 | |
| MAMLBackbone=Conv4, Ways=52020.10 | 44.84 | — | 58.61 | |
| RelationNetBackbone=Conv4, Ways=52020.10 | 43.29 | — | 55.15 | |
| adaCNNBackbone=Conv4, Ways=52020.10 | 42.16 | — | 54.12 | |
| ProtoNetBackbone=Conv4, Ways=52020.10 | 37.59 | — | 48.19 | |
| MatchingNetBackbone=Conv4, Ways=52020.10 | 35.8 | — | 47.5 | |
| ATPromptShots=162026.07 | — | 73.89 | — | |
| CLIPShots=162026.07 | — | 64.5 | — | |
| CoCoOpShots=162026.07 | — | 70.46 | — | |
| CoOpShots=162026.07 | — | 73.02 | — | |
| Full Fine-tuningShots=162023.04 | — | 72.1 | — | |
| Full Fine-tuningShots=82023.04 | — | 41.85 | — | |
| Full Fine-tuningShots=42023.04 | — | 19.8 | — | |
| Full Fine-tuningShots=22023.04 | — | 3.9 | — | |
| Full Fine-tuningShots=12023.04 | — | 1.75 | — | |
| KgCoOpShots=162026.07 | — | 67.56 | — | |
| ProTextShots=162026.07 | — | 55.04 | — | |
| PVPShots=162023.04 | — | 81.77 | — | |
| PVPShots=82023.04 | — | 77.81 | — | |
| PVPShots=42023.04 | — | 71.43 | — | |
| PVPShots=22023.04 | — | 62.32 | — | |
| PVPShots=12023.04 | — | 47.45 | — | |
| SCPTShots=162026.07 | — | 75.58 | — | |
| TCPShots=162026.07 | — | 74.45 | — | |
| VPTShots=162023.04 | — | 80.82 | — | |
| VPTShots=82023.04 | — | 77.11 | — | |
| VPTShots=42023.04 | — | 68.22 | — | |
| VPTShots=22023.04 | — | 49.02 | — | |
| VPTShots=12023.04 | — | 36.67 | — |