Image Classification on AWA2 GZSL
93.6H (Harmonic Mean)STHS-WGAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| STHS-WGANLearning Setting=Transductive2021.06 | 93.6 | 94.9 | 92.3 | — | |
| STHS-S2VLearning Setting=Transductive2021.06 | 91.8 | 91.4 | 92.3 | — | |
| SDGNLearning Setting=Transductive2021.06 | 89.1 | 88.8 | 89.3 | — | |
| TF-VAEGANLearning Setting=Transductive2021.06 | 88.4 | 87.3 | 89.6 | — | |
| SABR-TLearning Setting=Transductive2021.06 | 85 | 79.7 | 91 | — | |
| ZeroDiffBackbone=Res1012024.06 | 81.4 | 74.7 | 89.3 | — | |
| VADSVenue=CVPR24, Backbone=ViT, feature_source=other fine-tune features2024.06 | 79.3 | 75.4 | 83.6 | — | |
| VSCLearning Setting=Transductive2021.06 | 79.2 | 71.9 | 88.2 | — | |
| DVSAVenue=Ours, Category=Embedding-based2026.04 | 75.8 | — | — | 76.7 | |
| PSVMAVenue=CVPR23, Backbone=ViT2024.06 | 75.4 | 73.6 | 77.3 | — | |
| ZSLVITVenue=CVPR24, Backbone=ViT2024.06 | 74.2 | 66.1 | 84.6 | — | |
| DFCAFlowVenue=TCSVT23, Backbone=Res101, feature_source=our fine-tune features2024.06 | 73.7 | 67.6 | 81 | — | |
| CoAR-ZSLVenue=TNNLS'23, Category=Embedding-based2026.04 | 73.2 | — | — | 74.1 | |
| ReZSLVenue=TIP23, Backbone=Res1012024.06 | 73.1 | 63.8 | 85.6 | — | |
| ICCEVenue=CVPR'22, Category=Generative-based2026.04 | 72.8 | — | — | 72.7 | |
| DMLVenue=ACCV24, Backbone=Res1012024.06 | 70.9 | 62.2 | 82.3 | — | |
| ZS-VATVenue=TNNLS'25, Category=Embedding-based2026.04 | 70.9 | — | — | 62.8 | |
| DSPVenue=ICML23, Backbone=Res1012024.06 | 70.7 | 60 | 86 | — | |
| GEM-ZSLVenue=CVPR'21, Category=Embedding-based2026.04 | 70.6 | — | — | 67.3 | |
| TranszeroVenue=AAAI'22, Category=Embedding-based2026.04 | 70.2 | — | — | 70.1 | |
| D3GZSLVenue=AAAI'24, Category=Generative-based2026.04 | 70.1 | — | — | — | |
| CE-GZSLVenue=CVPR'21, Category=Generative-based2026.04 | 70 | — | — | 70.4 | |
| BGSNetVenue=TMM'23, Category=Embedding-based2026.04 | 69.9 | — | — | 69.1 | |
| CEGANVenue=CVPR21, Backbone=Res101, feature_source=our fine-tune features2024.06 | 69.6 | 57.1 | 89 | — | |
| VFD-ZSLVenue=ICME'24, Category=Generative-based2026.04 | 68.1 | — | — | 73.6 | |
| MSDNVenue=CVPR'22, Category=Embedding-based2026.04 | 67.7 | — | — | 70.1 | |
| TFVAEGANVenue=ECCV20, Backbone=Res1012024.06 | 67.5 | 54.2 | 89.6 | — | |
| DE-VAELearning Setting=Inductive2021.06 | 67.4 | 58.8 | 78.9 | — | |
| BSeGNVenue=TNNLS'22, Category=Generative-based2026.04 | 67.4 | — | — | 71.5 | |
| DAZLELearning Setting=Inductive2021.06 | 67 | 63.6 | 70.8 | — | |
| f-CLSWGANVenue=CVPR18, Backbone=Res1012024.06 | 66.9 | 65.1 | 68.9 | — | |
| HSVAVenue=NeurIPS'21, Category=Generative-based2026.04 | 66.8 | — | — | — | |
| APNetLearning Setting=Inductive2021.06 | 66.4 | 54.8 | 83.9 | — | |
| f-VAEGANVenue=CVPR19, Backbone=Res101, feature_source=our fine-tune features2024.06 | 66.4 | 67.3 | 65.6 | — | |
| AREESVenue=TNNLS'22, Category=Generative-based2026.04 | 66.1 | — | — | 73.6 | |
| OCD-GZSLLearning Setting=Inductive2021.06 | 65.7 | 59.5 | 73.4 | — | |
| A-RSRVenue=TNNLS'22, Category=Embedding-based2026.04 | 65.6 | — | — | 69 | |
| APNVenue=NeurIPS'20, Category=Embedding-based2026.04 | 65.5 | — | — | 68.4 | |
| SDVAEVenue=ICCV21, Backbone=Res1012024.06 | 63.8 | 57 | 72.3 | — | |
| f-VAEGAN-D2Learning Setting=Transductive2021.06 | 63.2 | 61.4 | 65.1 | — | |
| GXELearning Setting=Transductive2021.06 | 62.3 | 57 | 68.7 | — | |
| DGCNetVenue=TCSVT'23, Category=Generative-based2026.04 | 62.1 | — | — | 74.1 | |
| LsrGANLearning Setting=Inductive2021.06 | 53 | 48.1 | 59.1 | — | |
| DASCNLearning Setting=Inductive2021.06 | 51.6 | 45.9 | 59 | — | |
| ICISVenue=ICCV23, Backbone=Res1012024.06 | 51.6 | 35.6 | 93.3 | — | |
| f-CLSWGANLearning Setting=Inductive2021.06 | 49.7 | 43.7 | 57.7 | — | |
| PRENLearning Setting=Transductive2021.06 | 47.4 | 32.4 | 88.6 | — | |
| DSRLLearning Setting=Inductive2021.06 | 32.2 | 24.9 | 45.8 | — | |
| GFZSLLearning Setting=Inductive2021.06 | 21.5 | 12.6 | 73 | — |