Image Classification on SUN (unseen split)
76.86AccuracyCoCoOp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoCoOpBackbone=ViT-B/16, Shots=162023.11 | 76.86 | — | |
| BadCLIPBackbone=ViT-B/16, Shots=16, Context length=4, Maximum noise strength (epsilon)=42023.11 | 76.53 | 99.3 | |
| CLIPBackbone=ViT-B/16, mode=zero-shot2023.11 | 75.35 | — | |
| f-VAEGAN + SPOTsetting=zero-shot, SPOT=true2023.04 | 66 | — | |
| CoOpBackbone=ViT-B/16, Shots=162023.11 | 65.89 | — | |
| CMC-GAN + SPOTsetting=zero-shot, SPOT=true2023.04 | 65.1 | — | |
| f-VAEGANsetting=zero-shot2023.04 | 64.7 | — | |
| HSVAsetting=CZSL, backbone=ResNet-101, type=Inductive2021.09 | 63.8 | — | |
| CMC-GANsetting=zero-shot2023.04 | 63.7 | — | |
| WGAN + SPOTsetting=zero-shot, SPOT=true2023.04 | 63.3 | — | |
| Cycle-WGAN + SPOTsetting=zero-shot, SPOT=true2023.04 | 62.5 | — | |
| DCNsetting=CZSL, backbone=ResNet-101, type=Inductive2021.09 | 61.8 | — | |
| CADA-VAEsetting=CZSL, backbone=ResNet-101, type=Inductive2021.09 | 61.7 | — | |
| WGANsetting=zero-shot2023.04 | 60.8 | — | |
| Cycle-WGANsetting=zero-shot2023.04 | 59.7 | — | |
| DeViSEsetting=CZSL, backbone=ResNet-101, type=Inductive2021.09 | 56.5 | — |