Classification on DomainNet
79.5Accuracy (clp)Hystar
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Hystarzero-shot=true2026.05 | 79.5 | 54.6 | 71 | 22.9 | 85.7 | 71.2 | — | — | — | — | — | — | — | — | |
| FreestyleRetzero-shot=true2026.05 | 74.1 | 54.1 | 68.8 | 15.9 | 84.9 | 67.3 | — | — | — | — | — | — | — | — | |
| CLIPzero-shot=true2026.05 | 72.8 | 53 | 68.1 | 14.6 | 82.4 | 64.9 | — | — | — | — | — | — | — | — | |
| VPTzero-shot=true2026.05 | 69.8 | 46 | 59.2 | 15.7 | 79.9 | 61.9 | — | — | — | — | — | — | — | — | |
| T-SVDNetStandards=Multi Source2021.07 | 66.1 | 25 | 54.3 | 16.5 | 65.4 | 54.6 | 47 | — | — | — | — | — | — | — | |
| MDDAStandards=Multi Source2021.07 | 59.4 | 23.8 | 53.2 | 12.5 | 61.8 | 48.6 | 43.2 | — | — | — | — | — | — | — | |
| M3SDAStandards=Multi Source2021.07 | 58.6 | 26 | 52.3 | 6.3 | 62.7 | 49.5 | 42.6 | — | — | — | — | — | — | — | |
| MCDStandards=Source Combination2021.07 | 54.3 | 22.1 | 45.7 | 7.6 | 58.4 | 43.5 | 38.5 | — | — | — | — | — | — | — | |
| MDANStandards=Multi Source2021.07 | 52.4 | 21.3 | 46.9 | 8.6 | 54.9 | 46.5 | 38.4 | — | — | — | — | — | — | — | |
| LoRAzero-shot=true2026.05 | 51.7 | 26.1 | 42.8 | 12.8 | 62.4 | 43.1 | — | — | — | — | — | — | — | — | |
| DCTNStandards=Multi Source2021.07 | 48.6 | 23.5 | 48.8 | 7.2 | 53.5 | 47.3 | 38.2 | — | — | — | — | — | — | — | |
| Source OnlyStandards=Source Combination2021.07 | 47.6 | 13 | 38.1 | 13.3 | 51.9 | 33.7 | 32.9 | — | — | — | — | — | — | — | |
| ADDAStandards=Source Combination2021.07 | 47.5 | 11.4 | 36.7 | 14.7 | 49.1 | 33.5 | 32.2 | — | — | — | — | — | — | — | |
| DANStandards=Source Combination2021.07 | 45.4 | 12.8 | 36.2 | 15.3 | 48.6 | 34 | 32.1 | — | — | — | — | — | — | — | |
| RTNStandards=Source Combination2021.07 | 44.2 | 12.6 | 35.3 | 14.6 | 48.4 | 31.7 | 31.1 | — | — | — | — | — | — | — | |
| MCDStandards=Single-Best2021.07 | 42.6 | 19.6 | 42.6 | 3.8 | 50.5 | 33.8 | 32.2 | — | — | — | — | — | — | — | |
| JANStandards=Source Combination2021.07 | 40.9 | 11.1 | 35.4 | 12.1 | 45.8 | 32.3 | 29.6 | — | — | — | — | — | — | — | |
| Source OnlyStandards=Single-Best2021.07 | 39.6 | 8.2 | 33.9 | 11.8 | 41.6 | 23.1 | 26.4 | — | — | — | — | — | — | — | |
| ADDAStandards=Single-Best2021.07 | 39.5 | 14.5 | 29.1 | 14.9 | 41.9 | 30.7 | 28.4 | — | — | — | — | — | — | — | |
| DANStandards=Single-Best2021.07 | 39.1 | 11.4 | 33.3 | 16.2 | 42.1 | 29.7 | 28.6 | — | — | — | — | — | — | — | |
| DANNStandards=Single-Best2021.07 | 37.9 | 11.4 | 33.9 | 13.7 | 41.5 | 28.6 | 27.8 | — | — | — | — | — | — | — | |
| RTNStandards=Single-Best2021.07 | 35.3 | 10.7 | 31.7 | 13.1 | 40.6 | 26.5 | 26.3 | — | — | — | — | — | — | — | |
| JANStandards=Single-Best2021.07 | 35.3 | 9.1 | 32.5 | 14.3 | 43.1 | 25.7 | 26.7 | — | — | — | — | — | — | — | |
| AUESamples per task=1502023.10 | — | — | — | — | — | — | — | 32 | — | — | — | — | — | — | |
| AUESamples per task=1002023.10 | — | — | — | — | — | — | — | 32 | — | — | — | — | — | — | |
| CLIPBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 54.4 | — | — | — | — | — | |
| CLIPBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 59.6 | — | — | — | — | — | |
| CLIPBackbone=CLIP ViT-L-14, zero-shot=true2023.05 | — | — | — | — | — | — | — | — | 59.6 | — | — | — | — | — | |
| CLIPBackbone=ViT-L/142025.12 | — | — | — | — | — | — | — | — | — | 61.1 | 62.1 | 60.2 | 78.4 | 51.1 | |
| CondorSamples per task=1502023.10 | — | — | — | — | — | — | — | 43 | — | — | — | — | — | — | |
| CondorSamples per task=1002023.10 | — | — | — | — | — | — | — | 44 | — | — | — | — | — | — | |
| DriftSurfSamples per task=1502023.10 | — | — | — | — | — | — | — | 32 | — | — | — | — | — | — | |
| DriftSurfSamples per task=1002023.10 | — | — | — | — | — | — | — | 32 | — | — | — | — | — | — | |
| ELLASamples per task=1502023.10 | — | — | — | — | — | — | — | 67 | — | — | — | — | — | — | |
| ELLASamples per task=1002023.10 | — | — | — | — | — | — | — | 67 | — | — | — | — | — | — | |
| EVABackbone=ViT-g2025.12 | — | — | — | — | — | — | — | — | — | 61.4 | 64.7 | 61.2 | 81.6 | 54.9 | |
| EWCSamples per task=1502023.10 | — | — | — | — | — | — | — | 74 | — | — | — | — | — | — | |
| EWCSamples per task=1002023.10 | — | — | — | — | — | — | — | 74 | — | — | — | — | — | — | |
| GEMSamples per task=1502023.10 | — | — | — | — | — | — | — | 49 | — | — | — | — | — | — | |
| GEMSamples per task=1002023.10 | — | — | — | — | — | — | — | 53 | — | — | — | — | — | — | |
| IMRCSamples per task=1502023.10 | — | — | — | — | — | — | — | 27 | — | — | — | — | — | — | |
| IMRCSamples per task=1002023.10 | — | — | — | — | — | — | — | 28 | — | — | — | — | — | — | |
| MERSamples per task=1502023.10 | — | — | — | — | — | — | — | 28 | — | — | — | — | — | — | |
| MERSamples per task=1002023.10 | — | — | — | — | — | — | — | 26 | — | — | — | — | — | — | |
| MVTBackbone=ViT-L/142025.12 | — | — | — | — | — | — | — | — | — | 61.3 | 62.1 | 60.4 | 78.7 | 53.4 | |
| MVTBackbone=ViT-g2025.12 | — | — | — | — | — | — | — | — | — | 62.2 | 65 | 61.6 | 82.3 | 56.1 | |
| MVT + FTBackbone=ViT-L/142025.12 | — | — | — | — | — | — | — | — | — | 62.5 | 63.8 | 62.4 | 80.1 | 54 | |
| MVT + FTBackbone=ViT-g2025.12 | — | — | — | — | — | — | — | — | — | 61.9 | 64.8 | 63.2 | 81.9 | 56.6 | |
| Noun SubmanifoldBackbone=ViT-B-16, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 54.7 | — | — | — | — | — | |
| Noun SubmanifoldBackbone=ViT-L-14, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 60 | — | — | — | — | — | |
| Noun SubmanifoldBackbone=CLIP ViT-L-14, zero-shot=true2023.05 | — | — | — | — | — | — | — | — | 60 | — | — | — | — | — | |
| POS PCABackbone=ViT-B-16, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 54.4 | — | — | — | — | — | |
| POS PCABackbone=ViT-L-14, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 59.6 | — | — | — | — | — | |
| POS PCABackbone=CLIP ViT-L-14, zero-shot=true2023.05 | — | — | — | — | — | — | — | — | 59.6 | — | — | — | — | — | |
| POS PGABackbone=ViT-B-16, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 54.3 | — | — | — | — | — | |
| POS PGABackbone=ViT-L-14, Evaluation Protocol=Zero-shot2023.05 | — | — | — | — | — | — | — | — | 59.6 | — | — | — | — | — | |
| POS PGABackbone=CLIP ViT-L-14, zero-shot=true2023.05 | — | — | — | — | — | — | — | — | 59.6 | — | — | — | — | — | |
| Vanilla FTBackbone=ViT-L/142025.12 | — | — | — | — | — | — | — | — | — | 62 | 62.5 | 60.5 | 78.5 | 51.9 | |
| Vanilla FTBackbone=ViT-g2025.12 | — | — | — | — | — | — | — | — | — | 61.5 | 64.9 | 61.3 | 81.8 | 54.8 |