Domain Adaptation on DomainNet (test)
88.1Accuracy (C->P)RCL-VIT
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RCL-VITSource-Free=true, CLIP=false, ViT backbone=true2024.05 | 88.1 | 93.3 | 88 | 89.7 | 93.3 | 88 | 89.7 | 88 | 87.8 | 89.7 | 88.1 | 93.3 | 89.7 | |
| RCLSource-Free=true, CLIP=false, ViT backbone=false2024.05 | 87.6 | 92.8 | 87.9 | 89.2 | 92.7 | 87.8 | 89.6 | 87.7 | 87.6 | 89.4 | 87.5 | 92.7 | 89.4 | |
| LLaVA-34B (w/ STS)Source-Free=true, CLIP=true, ViT backbone=true, Zero-shot=true2024.05 | 84.4 | 91 | 83.7 | 85.5 | 91 | 83.7 | 85.5 | 84.4 | 83.7 | 85.5 | 84.4 | 91 | 86.1 | |
| InstBLIP-XXL (w/ STS)Source-Free=true, CLIP=true, ViT backbone=true, Zero-shot=true2024.05 | 82.5 | 89 | 83 | 86.7 | 89 | 83 | 86.7 | 82.5 | 83 | 86.7 | 82.5 | 89 | 85.3 | |
| ShrGPT4V-13B (w/ STS)Source-Free=true, CLIP=true, ViT backbone=true, Zero-shot=true2024.05 | 79.7 | 87.9 | 79.2 | 79.9 | 87.9 | 79.2 | 79.9 | 79.7 | 79.2 | 79.9 | 79.7 | 87.9 | 81.7 | |
| DIFO-C-B32Source-Free=true, CLIP=true, ViT backbone=true2024.05 | 76.6 | 87.2 | 74.9 | 80 | 87.4 | 75.6 | 80.8 | 77.3 | 75.5 | 80.5 | 76.7 | 87.3 | 80 | |
| DIFO-C-RNSource-Free=true, CLIP=true, ViT backbone=false2024.05 | 73.8 | 89 | 69.4 | 74 | 88.7 | 70.1 | 74.8 | 74.6 | 69.6 | 74.7 | 74.3 | 88 | 76.7 | |
| DAPL-RNSource-Free=false, CLIP=true, ViT backbone=false2024.05 | 72.4 | 87.6 | 65.9 | 72.7 | 87.6 | 65.6 | 73.2 | 72.4 | 66.2 | 73.8 | 72.9 | 87.8 | 74.8 | |
| ADCLIP-RNSource-Free=false, CLIP=true, ViT backbone=false2024.05 | 71.7 | 88.1 | 66 | 73.2 | 86.9 | 65.2 | 73.6 | 73 | 68.4 | 72.3 | 74.2 | 89.3 | 75.2 | |
| TPDSSource-Free=true, CLIP=false, ViT backbone=false2024.05 | 62.9 | 77.1 | 59.8 | 65.6 | 79 | 61.5 | 66.4 | 67 | 58.2 | 68.6 | 64.3 | 75.3 | 67.1 | |
| PLUESource-Free=true, CLIP=false, ViT backbone=false2024.05 | 59.8 | 74 | 56 | 61.6 | 78.5 | 57.9 | 61.6 | 65.9 | 53.8 | 67.5 | 64.3 | 76 | 64.7 | |
| SourceSource-Free=false, CLIP=false, ViT backbone=false2024.05 | 42.6 | 53.7 | 51.9 | 52.9 | 66.7 | 51.6 | 49.1 | 56.8 | 43.9 | 60.9 | 48.6 | 53.2 | 52.7 |