Few-shot Image Classification on StanfordCars (test)
81.29Accuracy (1-shot)C2-Net
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| C2-NetBackbone=Conv-4, Published In=AAAI 20242025.12 | 81.29 | — | — | — | — | 91.08 | |
| CausalFSFGBackbone=Conv-42025.12 | 79.96 | — | — | — | — | 93.07 | |
| Bi-FRNBackbone=Conv-4, Published In=AAAI 20232025.12 | 75.74 | — | — | — | — | 91.58 | |
| PromptSRC2025.03 | 69.4 | 73.4 | 77.13 | 80.97 | 83.83 | — | |
| PromptSRC2025.05 | 69.4 | 73.4 | 77.13 | 80.97 | 83.83 | — | |
| MMRL2025.03 | 68.7 | 72.93 | 78.17 | 82.57 | 86.43 | — | |
| MMRL2025.05 | 68.7 | 72.93 | 78.17 | 82.57 | 86.43 | — | |
| MMRL++2025.05 | 68.2 | 72.7 | 77.83 | 82.4 | 86.2 | — | |
| MMA2025.03 | 67.87 | 71.77 | 76.5 | 81.4 | 85.7 | — | |
| MMA2025.05 | 67.87 | 71.77 | 76.5 | 81.4 | 85.7 | — | |
| FRNBackbone=Conv-4, Published In=CVPR 20212025.12 | 67.48 | — | — | — | — | 87.97 | |
| CoOp2025.03 | 67.43 | 70.5 | 74.47 | 79.3 | 83.07 | — | |
| CoOp2025.05 | 67.43 | 70.5 | 74.47 | 79.3 | 83.07 | — | |
| CoCoOp2025.03 | 67.22 | 68.37 | 69.39 | 70.44 | 71.57 | — | |
| CoCoOp2025.05 | 67.22 | 68.37 | 69.39 | 70.44 | 71.57 | — | |
| MaPLe2025.03 | 66.6 | 71.6 | 75.3 | 79.47 | 83.57 | — | |
| MaPLe2025.05 | 66.6 | 71.6 | 75.3 | 79.47 | 83.57 | — | |
| CTXBackbone=Conv-4, Published In=NeurIPS 20202025.12 | 66.35 | — | — | — | — | 82.25 | |
| PARNBackbone=Conv-4, Published In=ICCV 20192025.12 | 66.01 | — | — | — | — | 73.74 | |
| FRN+TDMBackbone=Conv-4, Published In=CVPR 20222025.12 | 65.67 | — | — | — | — | 86.44 | |
| DeepEMDBackbone=Conv-4, Published In=CVPR 20202025.12 | 61.63 | — | — | — | — | 72.95 | |
| SAMLBackbone=Conv-4, Published In=ICCV 20192025.12 | 61.07 | — | — | — | — | 88.73 | |
| LRPABNBackbone=Conv-4, Published In=TMM 20212025.12 | 60.28 | — | — | — | — | 73.29 | |
| ProtoNetBackbone=Conv-4, Published In=NeurIPS 20172025.12 | 50.88 | — | — | — | — | 74.89 | |
| RelationBackbone=Conv-4, Published In=CVPR 20182025.12 | 46.04 | — | — | — | — | 68.52 | |
| BSNet(D&C)Backbone=Conv-4, Published In=TIP 20212025.12 | 40.89 | — | — | — | — | 86.88 | |
| Linear probe CLIP2025.03 | 35.66 | 50.28 | 63.38 | 73.67 | 80.44 | — | |
| Linear probe CLIP2025.05 | 35.66 | 50.28 | 63.38 | 73.67 | 80.44 | — | |
| DN4Backbone=Conv-4, Published In=CVPR 20192025.12 | 34.12 | — | — | — | — | 87.47 |