Image Classification on 8 Vision Tasks (test)
94.6Avg AccuracyExperts
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ExpertsModel=ViT-B/16, Data-free=-2026.04 | 94.6 | — | — | — | — | — | — | — | — | — | |
| theta_B fine-tuneModel=ViT-L/14, Mode=fine-tune2026.02 | 94.59 | — | — | — | — | — | — | — | — | 20.96 | |
| Fine-tunedBackbone=ViT-L/142025.05 | 94.2 | — | — | — | — | — | — | — | — | — | |
| ExpertsModel=ViT-L/14, Data-free=-2026.04 | 94.1 | — | — | — | — | — | — | — | — | — | |
| MDA TABackbone=ViT-B/142025.11 | 93.6 | 78.8 | 90.7 | 94.3 | 99.2 | 95.2 | 97 | 99.6 | 94.5 | — | |
| MultitaskBackbone=ViT-L/142025.05 | 93.5 | — | — | — | — | — | — | — | — | — | |
| ISO TABackbone=ViT-B/142025.11 | 93.3 | 79.9 | 91.4 | 94.8 | 99 | 90.5 | 95.5 | 99.3 | 96.3 | — | |
| θBmode=fine-tune2026.02 | 93.23 | — | — | — | — | — | — | — | — | 25.83 | |
| theta_A fine-tuneModel=ViT-B/16, Mode=fine-tune2026.02 | 93.23 | — | — | — | — | — | — | — | — | 19.6 | |
| theta_A fine-tuneModel=laion2b, Protocol=fine-tune2026.02 | 92.96 | — | — | — | — | — | — | — | — | 34.2 | |
| TSV TABackbone=ViT-B/142025.11 | 92.9 | 77.8 | 89.8 | 93.5 | 98.7 | 94.7 | 96.1 | 99.5 | 93.2 | — | |
| ISO-CLS TABackbone=ViT-B/142025.11 | 92.9 | 79.6 | 91.7 | 94.6 | 98.8 | 88.8 | 95.4 | 99.2 | 95.6 | — | |
| ACTMATModel=ViT-L/14, Data-free=true2026.04 | 92.2 | — | — | — | — | — | — | — | — | — | |
| TSVModel=ViT-L/14, Data-free=true2026.04 | 91.1 | — | — | — | — | — | — | — | — | — | |
| Fine-tunedBackbone=ViT-B/322025.05 | 90.5 | — | — | — | — | — | — | — | — | — | |
| ISO-CModel=ViT-L/14, Data-free=true2026.04 | 90.5 | — | — | — | — | — | — | — | — | — | |
| ExpertsModel=ViT-B/32, Data-free=-2026.04 | 90.4 | — | — | — | — | — | — | — | — | — | |
| theta_B fine-tuneModel=laion400m, Protocol=fine-tune2026.02 | 90.39 | — | — | — | — | — | — | — | — | 31.63 | |
| REGMEANModel=ViT-L/14, Data-free=false2026.04 | 90 | — | — | — | — | — | — | — | — | — | |
| ACTMATModel=ViT-B/16, Data-free=true2026.04 | 89.5 | — | — | — | — | — | — | — | — | — | |
| MultitaskBackbone=ViT-B/322025.05 | 88.9 | — | — | — | — | — | — | — | — | — | |
| TSVModel=ViT-B/16, Data-free=true2026.04 | 88.8 | — | — | — | — | — | — | — | — | — | |
| ISO-CModel=ViT-B/16, Data-free=true2026.04 | 88.4 | — | — | — | — | — | — | — | — | — | |
| IndividualBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 87.82 | 72.49 | 76.61 | 93.97 | 98.19 | 96.5 | 98.29 | 99.15 | 67.34 | — | |
| NPSBackbone=ViT-L/142025.05 | 87.6 | — | — | — | — | — | — | — | — | — | |
| REGMEANModel=ViT-B/16, Data-free=false2026.04 | 87.6 | — | — | — | — | — | — | — | — | — | |
| MDA TABackbone=ViT-B/322025.11 | 87.4 | 70.3 | 72 | 87.9 | 96 | 92.5 | 93.3 | 99.3 | 87.5 | — | |
| Consensus TIESBackbone=ViT-L/142025.05 | 86.2 | — | — | — | — | — | — | — | — | — | |
| Ties-MergingBackbone=ViT-L/142025.05 | 86 | — | — | — | — | — | — | — | — | — | |
| Consensus TABackbone=ViT-L/142025.05 | 85.8 | — | — | — | — | — | — | — | — | — | |
| TSV TABackbone=ViT-B/322025.11 | 85.7 | 67.2 | 70.3 | 85.7 | 94.5 | 91.6 | 92.2 | 99.3 | 84.8 | — | |
| ISO TABackbone=ViT-B/322025.11 | 84.9 | 71.8 | 73.8 | 87.7 | 90.9 | 82.3 | 88.1 | 98.2 | 86 | — | |
| Task ArithmeticBackbone=ViT-L/142025.05 | 84.5 | — | — | — | — | — | — | — | — | — | |
| TAModel=ViT-L/14, Data-free=false2026.04 | 84.3 | — | — | — | — | — | — | — | — | — | |
| ISO-CLS TABackbone=ViT-B/322025.11 | 83.8 | 72.4 | 74 | 87.9 | 90.6 | 76.9 | 85.3 | 97.5 | 85.5 | — | |
| RegMeanBackbone=ViT-L/142025.05 | 83.7 | — | — | — | — | — | — | — | — | — | |
| TSVModel=ViT-B/32, Data-free=true2026.04 | 83.3 | — | — | — | — | — | — | — | — | — | |
| REGMEANModel=ViT-B/32, Data-free=false2026.04 | 83 | — | — | — | — | — | — | — | — | — | |
| ACTMATModel=ViT-B/32, Data-free=true2026.04 | 82.9 | — | — | — | — | — | — | — | — | — | |
| Fisher MergingBackbone=ViT-L/142025.05 | 82.2 | — | — | — | — | — | — | — | — | — | |
| ISO-CModel=ViT-B/32, Data-free=true2026.04 | 81.6 | — | — | — | — | — | — | — | — | — | |
| THESEUSModel=ViT-L/14, B (alignment batches)=102026.02 | 80.24 | — | — | — | — | — | — | — | — | 6.61 | |
| AveragingBackbone=ViT-L/142025.05 | 79.6 | — | — | — | — | — | — | — | — | — | |
| AVERAGEModel=ViT-L/14, Data-free=true2026.04 | 79.3 | — | — | — | — | — | — | — | — | — | |
| THESEUSsupport set size (K)=202026.02 | 77.32 | — | — | — | — | — | — | — | — | 9.92 | |
| NPSBackbone=ViT-B/322025.05 | 76.5 | — | — | — | — | — | — | — | — | — | |
| TAModel=ViT-B/16, Data-free=false2026.04 | 76.1 | — | — | — | — | — | — | — | — | — | |
| THESEUSsupport set size (K)=102026.02 | 76.02 | — | — | — | — | — | — | — | — | 8.62 | |
| THESEUSsupport set size (K)=52026.02 | 75.58 | — | — | — | — | — | — | — | — | 8.18 | |
| THESEUSsupport set size (K)=22026.02 | 73.89 | — | — | — | — | — | — | — | — | 6.49 | |
| theta_B zero-shotModel=ViT-L/14, Mode=zero-shot2026.02 | 73.63 | — | — | — | — | — | — | — | — | 0 | |
| Ties-MergingBackbone=ViT-B/322025.05 | 73.6 | — | — | — | — | — | — | — | — | — | |
| Consensus TABackbone=ViT-B/322025.05 | 73.5 | — | — | — | — | — | — | — | — | — | |
| Consensus TIESBackbone=ViT-B/322025.05 | 73.3 | — | — | — | — | — | — | — | — | — | |
| THESEUSsupport set size (K)=12026.02 | 72.5 | — | — | — | — | — | — | — | — | 5.1 | |
| AVERAGEModel=ViT-B/16, Data-free=true2026.04 | 72.2 | — | — | — | — | — | — | — | — | — | |
| RegMeanBackbone=ViT-B/322025.05 | 71.8 | — | — | — | — | — | — | — | — | — | |
| Task ArithmeticBackbone=ViT-B/322025.05 | 70.1 | — | — | — | — | — | — | — | — | — | |
| TAModel=ViT-B/32, Data-free=false2026.04 | 69.7 | — | — | — | — | — | — | — | — | — | |
| THESEUSK=202026.02 | 69 | — | — | — | — | — | — | — | — | 10.24 | |
| Fisher MergingBackbone=ViT-B/322025.05 | 68.3 | — | — | — | — | — | — | — | — | — | |
| THESEUSK=102026.02 | 68.09 | — | — | — | — | — | — | — | — | 9.33 | |
| THESEUSK=52026.02 | 67.62 | — | — | — | — | — | — | — | — | 8.86 | |
| θBmode=zero-shot2026.02 | 67.4 | — | — | — | — | — | — | — | — | 0 | |
| THESEUSK=22026.02 | 65.9 | — | — | — | — | — | — | — | — | 7.14 | |
| AveragingBackbone=ViT-B/322025.05 | 65.8 | — | — | — | — | — | — | — | — | — | |
| AVERAGEModel=ViT-B/32, Data-free=true2026.04 | 65.5 | — | — | — | — | — | — | — | — | — | |
| ZeroshotModel=ViT-L/14, Data-free=-2026.04 | 65.2 | — | — | — | — | — | — | — | — | — | |
| THESEUSK=12026.02 | 64.52 | — | — | — | — | — | — | — | — | 5.76 | |
| DC-MergeBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 64.17 | 64.98 | 62.93 | 75.29 | 61.15 | 56.93 | 57.27 | 84.79 | 50 | — | |
| Iso-CTSBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 63.01 | 63.68 | 60.72 | 72.87 | 64.26 | 55.1 | 52.31 | 82.8 | 52.34 | — | |
| TSV-MBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 58.91 | 63.84 | 62.66 | 69.37 | 55.44 | 50.66 | 46.88 | 75.86 | 46.54 | — | |
| theta_B zero-shotModel=laion400m, Protocol=zero-shot2026.02 | 58.76 | — | — | — | — | — | — | — | — | 0 | |
| KnOTS-TIESBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 55.93 | 63.48 | 61.39 | 65.49 | 48.26 | 49.36 | 43.42 | 71.24 | 44.79 | — | |
| ZeroshotModel=ViT-B/16, Data-free=-2026.04 | 55.5 | — | — | — | — | — | — | — | — | — | |
| WUDI-MergingBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 55.25 | 63.32 | 60.89 | 67.4 | 51.82 | 46.12 | 39.9 | 66.96 | 45.64 | — | |
| Task ArithmeticBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 52.8 | 62.61 | 59.82 | 65.78 | 46.52 | 45.25 | 34.71 | 63.43 | 44.31 | — | |
| ZeroshotModel=ViT-B/32, Data-free=-2026.04 | 48.2 | — | — | — | — | — | — | — | — | — | |
| ZeroshotBackbone=ViT-B-32, Fine-tuning setting=LoRA2026.03 | 47.88 | 63.21 | 59.49 | 60.25 | 44.3 | 31.42 | 32.27 | 47.94 | 44.15 | — | |
| TAModel=ViT-L/14, Data-free=true2026.04 | 41.8 | — | — | — | — | — | — | — | — | — | |
| TAModel=ViT-B/32, Data-free=true2026.04 | 26.5 | — | — | — | — | — | — | — | — | — | |
| TAModel=ViT-B/16, Data-free=true2026.04 | 24.3 | — | — | — | — | — | — | — | — | — |