Image Classification on SUN GZSL
61.2Harmonic MeanDFCAFlow
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DFCAFlowVenue=TCSVT23, Backbone=Res101, feature_source=our fine-tune features2024.06 | 61.2 | 63 | 59.6 | — | |
| ZeroDiffBackbone=Res1012024.06 | 59.8 | 63 | 56.9 | — | |
| f-CLSWGANVenue=CVPR18, Backbone=Res1012024.06 | 59.5 | 63.8 | 55.7 | — | |
| SDVAEVenue=ICCV21, Backbone=Res1012024.06 | 59.5 | 62.3 | 56.9 | — | |
| f-VAEGANVenue=CVPR19, Backbone=Res101, feature_source=our fine-tune features2024.06 | 58.4 | 63.6 | 54.1 | — | |
| CEGANVenue=CVPR21, Backbone=Res101, feature_source=our fine-tune features2024.06 | 57.8 | 58.1 | 57.4 | — | |
| VADSVenue=CVPR24, Backbone=ViT, feature_source=other fine-tune features2024.06 | 55.7 | 64.6 | 49 | — | |
| TFVAEGANVenue=ECCV20, Backbone=Res1012024.06 | 52.8 | 51.8 | 53.8 | — | |
| PSVMAVenue=CVPR23, Backbone=ViT2024.06 | 52.3 | 61.7 | 45.3 | — | |
| ZSLVITVenue=CVPR24, Backbone=ViT2024.06 | 47.3 | 45.9 | 48.4 | — | |
| DMLVenue=ACCV24, Backbone=Res1012024.06 | 45.9 | 39.6 | 52.7 | — | |
| DSPVenue=ICML23, Backbone=Res1012024.06 | 45.5 | 48.3 | 43 | — | |
| DVSAVenue=Ours, Category=Embedding-based2026.04 | 44.8 | — | — | 64.3 | |
| VFD-ZSLVenue=ICME'24, Category=Generative-based2026.04 | 43.5 | — | — | 63.8 | |
| CoAR-ZSLVenue=TNNLS'23, Category=Embedding-based2026.04 | 43.4 | — | — | 66.7 | |
| HSVAVenue=NeurIPS'21, Category=Generative-based2026.04 | 43.3 | — | — | 63.8 | |
| CE-GZSLVenue=CVPR'21, Category=Generative-based2026.04 | 43.1 | — | — | 63.3 | |
| BSeGNVenue=TNNLS'22, Category=Generative-based2026.04 | 42.9 | — | — | 66.4 | |
| AREESVenue=TNNLS'22, Category=Generative-based2026.04 | 42.2 | — | — | 64.3 | |
| MSDNVenue=CVPR'22, Category=Embedding-based2026.04 | 41.3 | — | — | 65.8 | |
| TranszeroVenue=AAAI'22, Category=Embedding-based2026.04 | 40.8 | — | — | 65.6 | |
| ZS-VATVenue=TNNLS'25, Category=Embedding-based2026.04 | 40.7 | — | — | 42.9 | |
| ReZSLVenue=TIP23, Backbone=Res1012024.06 | 40.1 | 47.4 | 34.8 | — | |
| A-RSRVenue=TNNLS'22, Category=Embedding-based2026.04 | 39 | — | — | 64 | |
| BGSNetVenue=TMM'23, Category=Embedding-based2026.04 | 39 | — | — | 63.9 | |
| APNVenue=NeurIPS'20, Category=Embedding-based2026.04 | 37.6 | — | — | 61.6 | |
| GEM-ZSLVenue=CVPR'21, Category=Embedding-based2026.04 | 36.9 | — | — | 62.8 | |
| ICISVenue=ICCV23, Backbone=Res1012024.06 | 32.7 | 45.2 | 25.6 | — | |
| DGCNetVenue=TCSVT'23, Category=Generative-based2026.04 | 30.8 | — | — | 62.6 |