Zero-Shot Image Classification on CUB
72.8U ScoreVSPCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VSPCNBackbone=ViT-based, Venue=CVPR’252025.12 | 72.8 | 78.9 | 75.7 | 80.6 | |
| ACRBackbone=ViT-based2025.12 | 72.8 | 82.2 | 77.2 | 80.9 | |
| SVIPBackbone=ViT-based, Venue=ICCV’252025.12 | 72.1 | 78.1 | 75 | 79.8 | |
| ZSLViTBackbone=ViT-based, Venue=CVPR’242025.12 | 69.4 | 78.2 | 73.6 | 78.9 | |
| TransZero2022.07 | 69.3 | 68.3 | 68.8 | — | |
| MSDN2022.07 | 68.7 | 67.5 | 68.1 | — | |
| MSDNBackbone=ResNet101, Venue=CVPR’222025.12 | 68.7 | 67.5 | 68.1 | 76.1 | |
| ICCEBackbone=ResNet101, Venue=CVPR’222025.12 | 67.3 | 65.5 | 66.4 | 71.6 | |
| APNNon-generative=true2022.07 | 65.3 | 69.3 | 67.2 | — | |
| APNBackbone=ResNet101, Venue=NeurIPS’202025.12 | 65.3 | 69.3 | 67.2 | 72 | |
| GEM-ZSL2022.07 | 64.8 | 69.3 | 67.2 | — | |
| GEMBackbone=ResNet101, Venue=CVPR’212025.12 | 64.8 | 77.1 | 70.4 | 77.8 | |
| CE-GZSL2022.07 | 63.1 | 66.8 | 65.3 | — | |
| DUET2022.07 | 62.9 | 72.8 | 67.5 | — | |
| DUETBackbone=ViT-based, Venue=AAAI’232025.12 | 62.9 | 72.8 | 67.5 | 72.3 | |
| GCM-CF2022.07 | 61 | 59.7 | 60.3 | — | |
| RGEN2022.07 | 60 | 73.5 | 66.1 | — | |
| SDGZSLBackbone=ResNet101, Venue=ICCV’212025.12 | 59.9 | 66.4 | 63 | 75.5 | |
| DAZLE2022.07 | 56.7 | 59.6 | 58.1 | — | |
| Composer2022.07 | 56.4 | 63.8 | 59.9 | — | |
| FREEGenerative=true2022.07 | 55.7 | 59.9 | 57.7 | — | |
| CLIPBackbone=ViT-based, Venue=ICML’212025.12 | 55.2 | 54.8 | 55 | — | |
| DVBE2022.07 | 53.2 | 60.2 | 56.5 | — | |
| TF-VAEGANGenerative=true2022.07 | 52.8 | 64.7 | 58.1 | — | |
| TFBackbone=ResNet101, Venue=ECCV’202025.12 | 52.8 | 64.7 | 58.1 | 64.9 | |
| HSVA2022.07 | 52.7 | 58.3 | 55.3 | — | |
| HSVABackbone=ResNet101, Venue=NeurIPS’212025.12 | 52.7 | 58.3 | 55.3 | 62.8 | |
| RFFBackbone=ResNet101, Venue=CVPR’202025.12 | 52.6 | 56.6 | 54.6 | — | |
| Dis-VAEBackbone=ResNet101, Venue=AAAI’212025.12 | 51.1 | 58.2 | 54.4 | — | |
| CoOpBackbone=ViT-based, Venue=IJCV’222025.12 | 49.2 | 63.8 | 55.6 | — | |
| ICISBackbone=ResNet101, Venue=ICCV’232025.12 | 45.8 | 73.7 | 56.5 | 60.6 | |
| AGZSL2022.07 | 41.4 | 49.7 | 45.2 | — | |
| I2DFormerBackbone=ViT-based, Venue=NeurIPS’222025.12 | 35.3 | 57.6 | 43.8 | 45.4 | |
| I2MVBackbone=ViT-based, Venue=CVPR’232025.12 | 32.4 | 63.1 | 42.8 | 42.1 |