Few-shot Classification on Bongard-HOI (test)
87.21Accuracy (Unseen Act / Unseen Obj)Human
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Human2023.09 | 87.21 | 90.01 | 93.61 | 94.85 | 91.42 | |
| SVM-MimicBackbone=Frozen CLIP2023.09 | 69.59 | 70.83 | 78.13 | 71.23 | 72.45 | |
| SVM + standardizeBackbone=Frozen CLIP, support-set standardization=true2023.09 | 69.48 | 69.5 | 75.37 | 69.68 | 71.01 | |
| Prototype-MimicBackbone=Frozen CLIP2023.09 | 68.88 | 70.74 | 76.66 | 71.25 | 71.88 | |
| Prototype + standardizeBackbone=Frozen CLIP, support-set standardization=true2023.09 | 68.11 | 68.92 | 77.44 | 69.97 | 71.11 | |
| SVMBackbone=Frozen CLIP2023.09 | 68.05 | 67.36 | 74.89 | 67.91 | 69.55 | |
| BDC-AdapterBackbone=Frozen CLIP2023.09 | 67.82 | 67.67 | 69.15 | 68.36 | 68.25 | |
| k-NN + standardizeBackbone=Frozen CLIP, support-set standardization=true2023.09 | 66.72 | 67.08 | 75.65 | 68.04 | 69.37 | |
| TPTBackbone=Frozen CLIP2023.09 | 65.66 | 65.32 | 68.7 | 66.03 | 66.43 | |
| PrototypeBackbone=Frozen CLIP2023.09 | 65.45 | 65.73 | 76.31 | 68.02 | 68.88 | |
| HOITransBackbone=Frozen CLIP2023.09 | 62.87 | 64.38 | 63.1 | 59.5 | 62.46 | |
| k-NNBackbone=Frozen CLIP2023.09 | 61.04 | 60.88 | 68.54 | 63.28 | 63.44 |