Classification on AWA2 (test)
76.5MCA (unseen)RGEN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RGENCategory=Embedding-based (EMB)2021.11 | 76.5 | 67.1 | 71.5 | — | — | |
| AGZSLBackbone=ResNet, Year=20212020.06 | 69 | 86.5 | 76.8 | 76.4 | — | |
| ZSL-KGBackbone=ResNet2020.06 | 66.8 | 84.4 | 74.6 | 78.1 | — | |
| TransZero++Backbone=ResNet, Year=20212020.06 | 65.6 | 82.7 | 73.2 | 72.6 | — | |
| GEM-ZSLCategory=Embedding-based (EMB)2021.11 | 64.8 | 77.5 | 70.6 | — | — | |
| CE-GZSLCategory=Generative (GEN)2021.11 | 63.1 | 78.6 | 70 | — | — | |
| DPPNCategory=Embedding-based (EMB)2021.11 | 63.1 | 86.8 | 73.1 | — | — | |
| DPPNBackbone=ResNet, Year=20212020.06 | 63.1 | 86.8 | 73.1 | — | — | |
| MSDNBackbone=ResNet, Year=2022b2020.06 | 62 | 74.5 | 67.7 | 70.1 | — | |
| IZF-SoftmaxCategory=Generative (GEN)2021.11 | 60.6 | 77.5 | 68 | — | — | |
| GCM-CFCategory=Generative (GEN)2021.11 | 60.4 | 75.1 | 67 | — | — | |
| DAZLECategory=Embedding-based (EMB)2021.11 | 60.3 | 75.7 | 67.1 | — | — | |
| ZSMLBackbone=ResNet, Year=20202020.06 | 58.9 | 74.6 | 65.8 | 77.5 | — | |
| APNCategory=Embedding-based (EMB)2021.11 | 56.5 | 78 | 65.5 | — | — | |
| CosineSoftmaxCategory=Embedding-based (EMB)2021.11 | 56.4 | 81.4 | 66.7 | — | — | |
| APNetBackbone=ResNet, Year=2020a2020.06 | 54.8 | 83.9 | 66.4 | — | — | |
| ARENCategory=Embedding-based (EMB)2021.11 | 54.7 | 79.1 | 64.7 | — | — | |
| E-PGNCategory=Generative (GEN)2021.11 | 52.6 | 83.5 | 64.6 | — | — | |
| LFGAACategory=Embedding-based (EMB)2021.11 | 50 | 90.3 | 64.4 | — | — | |
| VSE-SCategory=Embedding-based (EMB)2021.11 | 41.6 | 91.3 | 57.2 | — | — | |
| PRENCategory=Embedding-based (EMB)2021.11 | 32.4 | 88.6 | 47.4 | — | — | |
| MLSECategory=Embedding-based (EMB)2021.11 | 23.8 | 83.2 | 37 | — | — | |
| BaselineBackbone=ResNet50, Explanation=N/A2024.04 | — | — | — | — | 94.92 | |
| BaselineBackbone=Inception V3, Explanation=N/A2024.04 | — | — | — | — | 95.47 | |
| BaselineBackbone=ConvNeXt-tiny, Explanation=N/A2024.04 | — | — | — | — | 96.55 | |
| CBM-AR2023.11 | — | — | — | 95.9 | — | |
| CEM2023.11 | — | — | — | 96.2 | — | |
| Coop-CBM2023.11 | — | — | — | 96.6 | — | |
| Coop-CBMLoss=Concept Orthogonal Loss (COL)2023.11 | — | — | — | 97 | — | |
| Deformable ProtoPNetBackbone=ResNet50, Explanation=Single-Scale2024.04 | — | — | — | — | 85.51 | |
| Deformable ProtoPNetBackbone=Inception V3, Explanation=Single-Scale2024.04 | — | — | — | — | 92.68 | |
| Deformable ProtoPNetBackbone=ConvNeXt-tiny, Explanation=Single-Scale2024.04 | — | — | — | — | 91.94 | |
| Independent CBM2023.11 | — | — | — | 94.9 | — | |
| Joint CBM2023.11 | — | — | — | 95.4 | — | |
| MCPNetBackbone=ResNet50, Explanation=Multi-Scale2024.04 | — | — | — | — | 93.92 | |
| MCPNetBackbone=Inception V3, Explanation=Multi-Scale2024.04 | — | — | — | — | 94.62 | |
| MCPNetBackbone=ConvNeXt-tiny, Explanation=Multi-Scale2024.04 | — | — | — | — | 95.61 | |
| PIP-NetBackbone=ResNet50, Explanation=Single-Scale2024.04 | — | — | — | — | 85.99 | |
| PIP-NetBackbone=Inception V3, Explanation=Single-Scale2024.04 | — | — | — | — | 43.82 | |
| PIP-NetBackbone=ConvNeXt-tiny, Explanation=Single-Scale2024.04 | — | — | — | — | 93.8 | |
| ProtoTreeBackbone=ResNet50, Explanation=Single-Scale2024.04 | — | — | — | — | 90.6 | |
| ProtoTreeBackbone=Inception V3, Explanation=Single-Scale2024.04 | — | — | — | — | 92.29 | |
| ProtoTreeBackbone=ConvNeXt-tiny, Explanation=Single-Scale2024.04 | — | — | — | — | 94 | |
| Sequential CBM2023.11 | — | — | — | 94.6 | — | |
| ST-ProtoPNetBackbone=ResNet50, Explanation=Single-Scale2024.04 | — | — | — | — | 93.76 | |
| ST-ProtoPNetBackbone=Inception V3, Explanation=Single-Scale2024.04 | — | — | — | — | 93.6 | |
| ST-ProtoPNetBackbone=ConvNeXt-tiny, Explanation=Single-Scale2024.04 | — | — | — | — | 94.22 | |
| StandardModel type=No concepts2023.11 | — | — | — | 96.2 | — |