Task addition on 8 Vision
93.8Absolute ScoreIndividual
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IndividualBackbone=ViT-L/14, Regime=Linear Fine-Tuning2026.02 | 93.8 | — | |
| IndividualBackbone=ViT-B/16, Regime=Linear Fine-Tuning2026.02 | 92.4 | — | |
| DELTABackbone=ViT-L/142026.05 | 92.2 | 99.1 | |
| TAKBackbone=ViT-L/14, Regime=Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 91.6 | 99.3 | |
| TAKBackbone=ViT-L/14, Regime=Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 91.6 | 99.3 | |
| τJpBackbone=ViT-L/14, Regime=Linear Fine-Tuning, Dataless=false, α=Best2026.02 | 91.1 | 98.5 | |
| IndividualBackbone=ViT-B/32, Regime=Linear Fine-Tuning2026.02 | 90.9 | — | |
| τJpBackbone=ViT-L/14, Regime=Linear Fine-Tuning, Dataless=false, α=1.02026.02 | 90.9 | 98.3 | |
| Attn. Only FT + TAKBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 89.9 | 95.9 | |
| Core + TSV-MBackbone=ViT-L/142026.05 | 89.1 | 94.6 | |
| TSV-MBackbone=ViT-L/142026.05 | 88.9 | 94.4 | |
| τJpBackbone=ViT-B/16, Regime=Linear Fine-Tuning, Dataless=false, α=Best2026.02 | 88.6 | 98.7 | |
| TAKBackbone=ViT-B/16, Regime=Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 88.3 | 97.9 | |
| TAKBackbone=ViT-B/16, Regime=Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 88.3 | 98.1 | |
| TaLoSBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 88.3 | 95.2 | |
| τJpBackbone=ViT-B/16, Regime=Linear Fine-Tuning, Dataless=false, α=1.02026.02 | 88.2 | 98.3 | |
| Attn. Only FTBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, α=Best2026.02 | 88.2 | 93.8 | |
| Linear FTBackbone=ViT-L/14, Regime=Linear Fine-Tuning, α=1.02026.02 | 88 | 94.8 | |
| Linear FTBackbone=ViT-L/14, Regime=Linear Fine-Tuning, α=Best2026.02 | 88 | 94.8 | |
| Diag. GGNBackbone=ViT-L/14, Regime=Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 88 | 96.4 | |
| Diag. GGNBackbone=ViT-L/14, Regime=Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 87.9 | 96.3 | |
| DELTABackbone=ViT-B/322026.05 | 87.5 | 97.9 | |
| Core + Iso-CBackbone=ViT-L/142026.05 | 87.4 | 93 | |
| Linear FTBackbone=ViT-L/142026.05 | 87.1 | 94 | |
| TAKBackbone=ViT-B/32, Regime=Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 86 | 97.8 | |
| TAKBackbone=ViT-B/32, Regime=Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 85.8 | 97.6 | |
| τJpBackbone=ViT-B/32, Regime=Linear Fine-Tuning, Dataless=false, α=Best2026.02 | 85.6 | 98.2 | |
| Non-Linear FTBackbone=ViT-L/142026.05 | 85.3 | 90.5 | |
| Iso-CBackbone=ViT-L/142026.05 | 85.3 | 90.7 | |
| τJpBackbone=ViT-B/32, Regime=Linear Fine-Tuning, Dataless=false, α=1.02026.02 | 85 | 97.4 | |
| Non-linear FTBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, α=Best2026.02 | 84.5 | 89.7 | |
| Attn. Only FT + TAKBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 84.3 | 91 | |
| Attn. Only FT + TAKBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 83.1 | 91.3 | |
| Diag. GGNBackbone=ViT-B/16, Regime=Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 83 | 93.3 | |
| Diag. GGNBackbone=ViT-B/16, Regime=Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 82.9 | 93.2 | |
| TaLoSBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 82.6 | 92.4 | |
| Attn. Only FT + TAKBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 82.1 | 87.2 | |
| Linear FTBackbone=ViT-B/16, Regime=Linear Fine-Tuning, α=Best2026.02 | 82 | 90.9 | |
| Attn. Only FTBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, α=Best2026.02 | 80.4 | 87.1 | |
| Linear FTBackbone=ViT-B/16, Regime=Linear Fine-Tuning, α=1.02026.02 | 80.2 | 88.9 | |
| Diag. GGNBackbone=ViT-B/32, Regime=Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 80.2 | 92.5 | |
| Diag. GGNBackbone=ViT-B/32, Regime=Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 80.1 | 92.3 | |
| TaLoSBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, Dataless=true, α=Best2026.02 | 79.7 | 90.8 | |
| Linear FTBackbone=ViT-B/32, Regime=Linear Fine-Tuning, α=Best2026.02 | 78.8 | 89.9 | |
| Attn. Only FTBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, α=Best2026.02 | 78.2 | 86.3 | |
| Core + TSV-MBackbone=ViT-B/322026.05 | 77.9 | 85.6 | |
| Non-linear FTBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, α=Best2026.02 | 77 | 82.9 | |
| Linear FTBackbone=ViT-B/32, Regime=Linear Fine-Tuning, α=1.02026.02 | 76.7 | 87.2 | |
| TSV-MBackbone=ViT-B/322026.05 | 76.4 | 83.9 | |
| Linear FTBackbone=ViT-B/322026.05 | 75.9 | 86.2 | |
| Core + Iso-CBackbone=ViT-B/322026.05 | 73.6 | 81.2 | |
| Non-linear FTBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, α=Best2026.02 | 73.5 | 80.4 | |
| Non-Linear FTBackbone=ViT-B/322026.05 | 72.6 | 79.5 | |
| Iso-CBackbone=ViT-B/322026.05 | 70.6 | 77.9 | |
| Attn. Only FTBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, α=1.02026.02 | 66.2 | 69.7 | |
| Pre-trainedBackbone=ViT-L/14, Regime=Linear Fine-Tuning2026.02 | 65 | — | |
| Attn. Only FT + TAKBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 60.3 | 64.5 | |
| Attn. Only FT + TAKBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, Dataless=true, α=1.02026.02 | 59 | 62.3 | |
| Pre-trainedBackbone=ViT-B/16, Regime=Linear Fine-Tuning2026.02 | 55.4 | — | |
| Pre-trainedBackbone=ViT-B/32, Regime=Linear Fine-Tuning2026.02 | 48.4 | — | |
| Non-linear FTBackbone=ViT-L/14, Regime=Non-Linear Fine-Tuning, α=1.02026.02 | 45.3 | 47.5 | |
| Non-linear FTBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, α=1.02026.02 | 32 | 32.9 | |
| Non-linear FTBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, α=1.02026.02 | 27.4 | 28.2 | |
| Attn. Only FTBackbone=ViT-B/16, Regime=Non-Linear Fine-Tuning, α=1.02026.02 | 22.8 | 23.4 | |
| Attn. Only FTBackbone=ViT-B/32, Regime=Non-Linear Fine-Tuning, α=1.02026.02 | 22.5 | 23.3 |