Image Classification on SUN (Seen/Unseen Split)
81.18Harmonic Mean Top-1 AccuracyCDC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CDC2024.10 | 81.18 | 80.03 | 82.37 | — | — | |
| MaPLe2024.10 | 79.75 | 78.7 | 80.82 | — | — | |
| CoCoOp2024.10 | 78.27 | 76.86 | 79.74 | — | — | |
| CoOp2024.10 | 72.51 | 65.89 | 80.6 | — | — | |
| STHS-S2VLearning Setting=Transductive2021.06 | 54.8 | 70.7 | 44.8 | — | — | |
| IZF-SoftmaxCategory=Generative (GEN)2021.11 | 54.8 | 52.7 | 57 | — | — | |
| STHS-WGANLearning Setting=Transductive2021.06 | 53.9 | 67.5 | 44.8 | — | — | |
| TF-VAEGANLearning Setting=Transductive2021.06 | 53.7 | 62.4 | 47.1 | — | — | |
| SDGNLearning Setting=Transductive2021.06 | 52.8 | 62 | 46 | — | — | |
| SABR-TLearning Setting=Transductive2021.06 | 48.6 | 58.8 | 41.5 | — | — | |
| GMNLearning Setting=Inductive2021.06 | 47.5 | 57.1 | 40.7 | — | — | |
| CMC-GAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 46.4 | 44.1 | 48.9 | — | — | |
| TF-VAEGANCategory=Generative (GEN)2021.11 | 46.3 | 41.8 | 51.9 | — | — | |
| CMC-GANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 44.2 | 40.8 | 48.2 | — | — | |
| OCD-GZSLLearning Setting=Inductive2021.06 | 43.8 | 44.8 | 42.9 | — | — | |
| DAA+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 43.8 | 40.3 | 48.1 | — | — | |
| FREE+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 43.5 | 39.9 | 47.8 | — | — | |
| f-VAEGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 43.2 | 41.1 | 45.5 | — | — | |
| CE-GZSLCategory=Generative (GEN)2021.11 | 43.1 | 48.8 | 38.6 | — | — | |
| NereNET+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 43 | 40.4 | 45.9 | — | — | |
| DAAprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 42.8 | 38.7 | 47.8 | — | — | |
| GCM-CFCategory=Generation-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 42.2 | 47.9 | 37.8 | — | — | |
| GCM-CFCategory=Generative (GEN)2021.11 | 42.2 | 47.9 | 37.8 | — | — | |
| FREEprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 41.7 | 37.2 | 47.4 | — | — | |
| NereNETprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 41.6 | 38.1 | 45.7 | — | — | |
| Cycle-WGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 41.3 | 36.2 | 48.1 | — | — | |
| f-VAEGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 41.3 | 38 | 45.1 | — | — | |
| COSMOCategory=Embedding-based (EMB)2021.11 | 41 | 44.9 | 37.7 | — | — | |
| DPPNCategory=Embedding-based (EMB)2021.11 | 41 | 47.9 | 35.8 | — | — | |
| DE-VAELearning Setting=Inductive2021.06 | 40.9 | 45.9 | 36.9 | — | — | |
| WGAN+SPOTprotocol=Generalized Zero-shot, SPOT_enabled=true2023.04 | 40.9 | 39.1 | 42.8 | — | — | |
| DAZLELearning Setting=Inductive2021.06 | 40.7 | 45 | 37.2 | — | — | |
| VSCLearning Setting=Transductive2021.06 | 40.6 | 29.9 | 62.9 | — | — | |
| LisGANProtocol=Generalized Zero-Shot Learning2019.04 | 40.2 | 42.9 | 37.8 | — | — | |
| TF-VAEGANCategory=Generation-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 40 | 41 | 39.1 | — | — | |
| LisGANCategory=Generation-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 39.8 | 41.9 | 37.8 | — | — | |
| CADA-VAECategory=Generation-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 39.7 | 43.6 | 36.4 | — | — | |
| f-CLSWGANProtocol=Generalized Zero-Shot Learning2019.04 | 39.4 | 42.6 | 36.6 | — | — | |
| WGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 39.4 | 36.6 | 42.6 | — | — | |
| FGNProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 39.4 | — | — | 42.6 | 36.6 | |
| CosineSoftmaxCategory=Embedding-based (EMB)2021.11 | 39.3 | 36.3 | 42.8 | — | — | |
| Cycle-WGANprotocol=Generalized Zero-shot, SPOT_enabled=false2023.04 | 39.2 | 33.1 | 48.3 | — | — | |
| APNetLearning Setting=Inductive2021.06 | 37.8 | 35.4 | 40.6 | — | — | |
| APNCategory=Embedding-based (EMB)2021.11 | 37.6 | 41.9 | 34 | — | — | |
| GEM-ZSLCategory=Embedding-based (EMB)2021.11 | 36.9 | 38.1 | 35.7 | — | — | |
| RGENCategory=Embedding-based (EMB)2021.11 | 36.8 | 31.7 | 44 | — | — | |
| ARENCategory=Embedding-based (EMB)2021.11 | 35.9 | 40.3 | 32.3 | — | — | |
| Transferable Contrastive NetworkProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 34 | — | — | 31.2 | 37.3 | |
| DAZLECategory=Embedding-based (EMB)2021.11 | 33.2 | 52.3 | 24.3 | — | — | |
| PRENLearning Setting=Transductive2021.06 | 30.8 | 35.4 | 27.2 | — | — | |
| PRENCategory=Embedding-based (EMB)2021.11 | 30.8 | 35.4 | 27.2 | — | — | |
| DCNProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 30.2 | — | — | 25.5 | 37 | |
| GAZSLProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 28.3 | — | — | 22.1 | 39.3 | |
| GAZSLProtocol=Generalized Zero-Shot Learning2019.04 | 26.7 | 21.7 | 34.5 | — | — | |
| CDLProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 26.5 | — | — | 21.5 | 34.7 | |
| MLSECategory=Embedding-based (EMB)2021.11 | 26.4 | 20.7 | 36.4 | — | — | |
| ALEProtocol=Generalized Zero-Shot Learning2019.04 | 26.3 | 21.8 | 33.1 | — | — | |
| ALECategory=Inference-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 26.3 | 21.8 | 33.1 | — | — | |
| ALEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 26.3 | — | — | 21.8 | 33.1 | |
| GDANCategory=Generation-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 26.1 | 38.2 | 19.8 | — | — | |
| LFGAACategory=Embedding-based (EMB)2021.11 | 26.1 | 20.8 | 34.9 | — | — | |
| DEMProtocol=Generalized Zero-Shot Learning2019.04 | 25.6 | 20.5 | 34.3 | — | — | |
| DSRLLearning Setting=Inductive2021.06 | 24 | 17.3 | 39 | — | — | |
| GFZSLLearning Setting=Inductive2021.06 | 21.2 | 19.9 | 22.6 | — | — | |
| DeViSEProtocol=Generalized Zero-Shot Learning2019.04 | 20.9 | 16.9 | 27.4 | — | — | |
| DEVISECategory=Inference-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 20.9 | 16.9 | 27.4 | — | — | |
| DEVISEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 20.9 | — | — | 16.9 | 27.4 | |
| SJEProtocol=Generalized Zero-Shot Learning2019.04 | 19.8 | 14.7 | 30.5 | — | — | |
| SJEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 19.8 | — | — | 14.1 | 30.5 | |
| RelationNetCategory=Inference-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 19.6 | 15.8 | 25.5 | — | — | |
| LATEMCategory=Inference-based, Protocol=Generalized Zero-Shot Learning (GZSL)2021.03 | 19.5 | 14.7 | 28.8 | — | — | |
| LATEMProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 19.5 | — | — | 14.7 | 28.8 | |
| ESZSLProtocol=Generalized Zero-Shot Learning2019.04 | 15.8 | 11 | 27.9 | — | — | |
| EZSLProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 15.8 | — | — | 11 | 27.9 | |
| SYNCProtocol=Generalized Zero-Shot Learning2019.04 | 13.4 | 7.9 | 43.3 | — | — | |
| SYNCProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 13.4 | — | — | 7.9 | 43.3 | |
| SAEProtocol=Generalized Zero-Shot Learning2019.04 | 11.8 | 8.8 | 18 | — | — | |
| CMTProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 11.8 | — | — | 8.1 | 21.8 | |
| SAEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 11.8 | — | — | 8.8 | 18 | |
| CONSEProtocol=Generalized Zero-Shot Learning2019.04 | 11.6 | 6.8 | 39.9 | — | — | |
| CONSEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 11.6 | — | — | 6.8 | 39.9 | |
| DAPProtocol=Generalized Zero-Shot Learning2019.04 | 7.2 | 4.2 | 25.2 | — | — | |
| DAPProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 7.2 | — | — | 4.2 | 25.1 | |
| SSEProtocol=Generalized Zero-Shot Learning2019.04 | 4 | 2.1 | 36.4 | — | — | |
| SSEProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 4 | — | — | 2.1 | 36.4 | |
| IAPProtocol=Generalized Zero-Shot Learning (GZSL), Accuracy Type=average per-class top-1 accuracy2019.08 | 1.8 | — | — | 1 | 37.8 |