Image Classification on DomainNet Clipart (ODG setting)
90.41AccuracyODG-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 90.41 | 85.07 | |
| STYLIP + SDBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 79.25 | 71.6 | |
| STYLIPBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 79.14 | 48.23 | |
| CLIPN + STYLIPBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 78.67 | 57.41 | |
| PromptSRCBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 76.43 | 42.55 | |
| CLIPNBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 75.51 | 53.4 | |
| PromptSRC + SDBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 75.39 | 68.92 | |
| MaPLe + SDBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 75.22 | 66.86 | |
| MaPLeBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 74.56 | 38.47 | |
| CoOpBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 68.77 | 31.42 | |
| LASPBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 68.2 | 36.19 | |
| CLIP + OpenMaxBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 68.05 | 36.43 | |
| CLIPBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 67.98 | 52.2 | |
| CLIP + OSDABackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 67.45 | 37.12 | |
| CoCoOpBackbone Type=CLIP-based, Protocol=leave-one-domain-out2024.03 | 66.65 | 32.14 | |
| MEDICBackbone Type=CNN-based, Protocol=leave-one-domain-out2024.03 | 54.32 | 49.33 | |
| DAMLBackbone Type=CNN-based, Protocol=leave-one-domain-out2024.03 | 48.59 | 46.31 | |
| MixStyleBackbone Type=CNN-based, Protocol=leave-one-domain-out2024.03 | 44.24 | 38.85 | |
| CumixBackbone Type=CNN-based, Protocol=leave-one-domain-out2024.03 | 40.29 | 36.23 |