Zero-shot Image Classification on AwA2 (test)
74.1Metric UACR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACRBackbone=ViT-based2025.12 | 74.1 | 79.1 | 86.3 | 79.7 | |
| VSPCNBackbone=ViT-based, Venue=CVPR’252025.12 | 71.8 | 76.6 | 84.3 | 77.6 | |
| RGEN2022.07 | 67.1 | — | 76.5 | 71.5 | |
| I2DFormerBackbone=ViT-based, Venue=NeurIPS’222025.12 | 66.8 | 76.4 | 76.8 | 71.5 | |
| I2MVBackbone=ViT-based, Venue=CVPR’232025.12 | 66.6 | 73.6 | 82.9 | 73.8 | |
| ZSLViTBackbone=ViT-based, Venue=CVPR’242025.12 | 66.1 | 70.7 | 84.6 | 74.2 | |
| SVIPBackbone=ViT-based, Venue=ICCV’252025.12 | 65.4 | 69.8 | 87.7 | 74.9 | |
| ICCEBackbone=ResNet101, Venue=CVPR’222025.12 | 65.3 | 78.4 | 82.3 | 72.8 | |
| AGZSL2022.07 | 65.1 | — | 78.9 | 71.3 | |
| GEM-ZSL2022.07 | 64.8 | — | 77.5 | 70.6 | |
| GEMBackbone=ResNet101, Venue=CVPR’212025.12 | 64.8 | 67.3 | 77.5 | 70.6 | |
| SDGZSLBackbone=ResNet101, Venue=ICCV’212025.12 | 64.6 | 72.1 | 73.6 | 68.8 | |
| DUET2022.07 | 63.7 | — | 84.7 | 72.7 | |
| DUETBackbone=ViT-based, Venue=AAAI’232025.12 | 63.7 | 69.9 | 84.7 | 72.7 | |
| DVBE2022.07 | 63.6 | — | 70.8 | 67 | |
| CE-GZSL2022.07 | 63.1 | — | 78.6 | 70 | |
| Composer2022.07 | 62.1 | — | 77.3 | 68.8 | |
| MSDN2022.07 | 62 | — | 74.5 | 67.7 | |
| MSDNBackbone=ResNet101, Venue=CVPR’222025.12 | 62 | 70.1 | 74.5 | 67.7 | |
| TransZero2022.07 | 61.3 | — | 82.3 | 70.2 | |
| GCM-CF2022.07 | 60.4 | — | 75.1 | 67 | |
| FREEGenerative=true2022.07 | 60.4 | — | 75.4 | 67.1 | |
| DAZLE2022.07 | 60.3 | — | 75.7 | 67.1 | |
| TF-VAEGANGenerative=true2022.07 | 59.8 | — | 75.1 | 66.6 | |
| TFBackbone=ResNet101, Venue=ECCV’202025.12 | 59.8 | 72.2 | 75.1 | 66.6 | |
| RFFBackbone=ResNet101, Venue=CVPR’202025.12 | 59.8 | — | 75.1 | 66.5 | |
| HSVA2022.07 | 59.3 | — | 76.6 | 66.8 | |
| HSVABackbone=ResNet101, Venue=NeurIPS’212025.12 | 59.3 | — | 76.6 | 66.8 | |
| APNNon-generative=true2022.07 | 57.1 | — | 72.4 | 63.9 | |
| Dis-VAEBackbone=ResNet101, Venue=AAAI’212025.12 | 56.9 | — | 80.2 | 66.6 | |
| APNBackbone=ResNet101, Venue=NeurIPS’202025.12 | 56.5 | 68.4 | 78 | 65.5 | |
| ICISBackbone=ResNet101, Venue=ICCV’232025.12 | 35.6 | 64.6 | 93.3 | 51.6 | |
| DEMEvaluation Protocol=Standard2016.11 | 30.5 | 67.1 | 86.4 | 45.1 | |
| Relation NetEvaluation Protocol=Standard2016.11 | 30 | 64.2 | 93.4 | 45.3 | |
| DeViSEEvaluation Protocol=Standard2016.11 | 17.1 | 59.7 | 74.7 | 27.8 | |
| ALEEvaluation Protocol=Standard2016.11 | 14 | 62.5 | 81.8 | 23.9 | |
| LATEMEvaluation Protocol=Standard2016.11 | 11.5 | 55.8 | 77.3 | 20 | |
| SYNCEvaluation Protocol=Standard2016.11 | 10 | 46.6 | 90.5 | 18 | |
| CMTEvaluation Protocol=Standard2016.11 | 8.7 | 37.9 | 89 | 15.9 | |
| SSEEvaluation Protocol=Standard2016.11 | 8.1 | 61 | 82.5 | 14.8 | |
| SJEEvaluation Protocol=Standard2016.11 | 8 | 61.9 | 73.9 | 14.4 | |
| ESZSLEvaluation Protocol=Standard2016.11 | 5.9 | 58.6 | 77.8 | 11 | |
| SAEEvaluation Protocol=Standard2016.11 | 1.1 | 54.1 | 82.2 | 2.2 | |
| IAPEvaluation Protocol=Standard2016.11 | 0.9 | 35.9 | 87.6 | 1.8 | |
| ConSEEvaluation Protocol=Standard2016.11 | 0.5 | 44.5 | 90.6 | 1 | |
| DAPEvaluation Protocol=Standard2016.11 | 0 | 46.1 | 84.7 | 0 |