5-way Few-shot Classification on Cars
99.74AccuracyMLVLM
Evaluation results
| Method | Links | |
|---|---|---|
| MLVLMway=5-way, shot=1-shot2026.02 | 99.74 | |
| MPAway=5-way, shot=5-shot2026.02 | 99.63 | |
| MPAway=5-way, shot=1-shot2026.02 | 98.51 | |
| HMDRNN-shot=5-shot, Backbone=Conv-42025.06 | 92.8 | |
| BiFRNN-shot=5-shot, Backbone=Conv-42025.06 | 91.58 | |
| C2-NetN-shot=5-shot, Backbone=Conv-42025.06 | 91.08 | |
| FRN+TDMN-shot=5-shot, Backbone=Conv-42025.06 | 89.55 | |
| DLGN-shot=5-shot, Backbone=Conv-42025.06 | 88.98 | |
| SAMLN-shot=5-shot, Backbone=Conv-42025.06 | 88.73 | |
| FRNN-shot=5-shot, Backbone=Conv-42025.06 | 87.97 | |
| DN4N-shot=5-shot, Backbone=Conv-42025.06 | 87.47 | |
| BSNet(D&C)N-shot=5-shot, Backbone=Conv-42025.06 | 86.88 | |
| MattMLN-shot=5-shot, Backbone=Conv-42025.06 | 82.8 | |
| CTXN-shot=5-shot, Backbone=Conv-42025.06 | 82.25 | |
| C2-NetN-shot=1-shot, Backbone=Conv-42025.06 | 81.29 | |
| SRNetN-shot=5-shot, Backbone=Conv-42025.06 | 81.12 | |
| HMDRNN-shot=1-shot, Backbone=Conv-42025.06 | 77.88 | |
| BiFRNN-shot=1-shot, Backbone=Conv-42025.06 | 75.74 | |
| ProtoNetN-shot=5-shot, Backbone=Conv-42025.06 | 74.89 | |
| PARNN-shot=5-shot, Backbone=Conv-42025.06 | 73.74 | |
| LRPABNN-shot=5-shot, Backbone=Conv-42025.06 | 73.29 | |
| DeepEMDN-shot=5-shot, Backbone=Conv-42025.06 | 72.95 | |
| FRN+TDMN-shot=1-shot, Backbone=Conv-42025.06 | 71.16 | |
| RelationN-shot=5-shot, Backbone=Conv-42025.06 | 68.52 | |
| FRNN-shot=1-shot, Backbone=Conv-42025.06 | 67.48 | |
| SVasPway=5-way, shot=5-shot2026.02 | 66.47 | |
| CTXN-shot=1-shot, Backbone=Conv-42025.06 | 66.35 | |
| MixtFSLN-shot=5-shot, Backbone=Conv-42025.06 | 66.31 | |
| MattMLN-shot=1-shot, Backbone=Conv-42025.06 | 66.11 | |
| StyleAdv-FTway=5-way, shot=5-shot2026.02 | 66.02 | |
| PARNN-shot=1-shot, Backbone=Conv-42025.06 | 66.01 | |
| DSNN-shot=5-shot, Backbone=Conv-42025.06 | 65.19 | |
| MatchingN-shot=5-shot, Backbone=Conv-42025.06 | 64.74 | |
| SPMway=5-way, shot=5-shot2026.02 | 62.89 | |
| DLGN-shot=1-shot, Backbone=Conv-42025.06 | 62.56 | |
| SRNetN-shot=1-shot, Backbone=Conv-42025.06 | 62.04 | |
| DeepEMDN-shot=1-shot, Backbone=Conv-42025.06 | 61.63 | |
| SAMLN-shot=1-shot, Backbone=Conv-42025.06 | 61.07 | |
| LRPABNN-shot=1-shot, Backbone=Conv-42025.06 | 60.28 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 59.99 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 59.6 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 58.16 | |
| FloRway=5-way, shot=5-shot2026.02 | 57.98 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 57.21 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 56.44 | |
| PRM-Netway=5-way, shot=5-shot2026.02 | 55.44 | |
| TPN+ATAway=5-way, shot=5-shot2026.02 | 55.23 | |
| NSAEBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 54.91 | |
| ATABackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 54.28 | |
| RDCBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 53.75 | |
| RDCway=5-way, shot=5-shot2026.02 | 53.49 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 53.43 | |
| DSNN-shot=1-shot, Backbone=Conv-42025.06 | 53.15 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 53.07 | |
| LDP-netway=5-way, shot=5-shot2026.02 | 53.06 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 52.13 | |
| Fine-tuneBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 52.08 | |
| ProtoNetN-shot=1-shot, Backbone=Conv-42025.06 | 50.88 | |
| HAPBackbone=ResNet-10, FT=True, Shot=5-shot2026.03 | 50.75 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 50.13 | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | 49.28 | |
| ATABackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 49.14 | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | 47.89 | |
| TPN+FAPway=5-way, shot=5-shot2026.02 | 47.38 | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | 46.13 | |
| RelationN-shot=1-shot, Backbone=Conv-42025.06 | 46.04 | |
| FWTBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 44.9 | |
| MatchingN-shot=1-shot, Backbone=Conv-42025.06 | 44.73 | |
| MixtFSLN-shot=1-shot, Backbone=Conv-42025.06 | 44.43 | |
| GNNBackbone=ResNet-10, FT=False, Shot=5-shot2026.03 | 44.28 | |
| SPMway=5-way, shot=1-shot2026.02 | 41.71 | |
| BSNet(D&C)N-shot=1-shot, Backbone=Conv-42025.06 | 40.89 | |
| SVasPway=5-way, shot=1-shot2026.02 | 40.51 | |
| StyleAdv-FTway=5-way, shot=1-shot2026.02 | 40.48 | |
| FloRway=5-way, shot=1-shot2026.02 | 40.01 | |
| RDCway=5-way, shot=1-shot2026.02 | 39.94 | |
| PRM-Netway=5-way, shot=1-shot2026.02 | 38.86 | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | 38.43 | |
| SRasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 38.29 | |
| SVasPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 38.18 | |
| FLoRBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 38.13 | |
| TPN+ATAway=5-way, shot=1-shot2026.02 | 38.07 | |
| LDP-netway=5-way, shot=1-shot2026.02 | 37.44 | |
| FLoRBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 37.41 | |
| ATABackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 37.15 | |
| HAPBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 36.57 | |
| SRasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 36.2 | |
| HAPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 35.5 | |
| SVasPBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 35.27 | |
| StyleAdvBackbone=ResNet-10, FT=True, Shot=1-shot2026.03 | 35.09 | |
| StyleAdvBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 34.64 | |
| TPN+FAPway=5-way, shot=1-shot2026.02 | 34.39 | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | 34.25 | |
| DN4N-shot=1-shot, Backbone=Conv-42025.06 | 34.12 | |
| ATABackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 33.61 | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | 33.52 | |
| GNNBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 31.79 | |
| FWTBackbone=ResNet-10, FT=False, Shot=1-shot2026.03 | 31.61 |