# Image Classification on Clean ViT-B/16 (test)

Source: [Image Classification on Clean ViT-B/16 (test)](<https://www.sota2.com/research/sota/image-classification-on-clean-vit-b-16-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-28T08:20:38.393Z

Evaluation of Image Classification performance using the Clean ViT-B/16 configuration on the test split, reporting Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Classification |
| Dataset (including any stated split) | Clean ViT-B/16 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-clean-vit-b-16-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RegMean++ | 93.2 | Not recorded | 68fa7a631e209131cea82cfa |
| DOGE AM | 93.1 | Not recorded | 68fa7a631e209131cea82cfa |
| RegMean | 92.6 | Not recorded | 68fa7a631e209131cea82cfa |
| TSV-M | 92.3 | Not recorded | 68fa7a631e209131cea82cfa |
| Layer-wise AdaMerging | 90.9 | Not recorded | 68fa7a631e209131cea82cfa |
| Iso-CTS | 90.7 | Not recorded | 68fa7a631e209131cea82cfa |
| DOGE TA | 90.5 | Not recorded | 68fa7a631e209131cea82cfa |
| Iso-C | 90.3 | Not recorded | 68fa7a631e209131cea82cfa |
| Task Arithmetic | 84 | Not recorded | 68fa7a631e209131cea82cfa |
| Model Soups | 81.9 | Not recorded | 68fa7a631e209131cea82cfa |
| Fisher Merging | 81.4 | Not recorded | 68fa7a631e209131cea82cfa |
| TIES-Merging | 78.4 | Not recorded | 68fa7a631e209131cea82cfa |

### RegMean++

Accuracy: 93.2. Result ID: 69f06cb147f34ce924d63b8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Training-Free Methods"}. This record does not assert independent reproduction.

### DOGE AM

Accuracy: 93.1. Result ID: 69f06cb147f34ce924d63b91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c41e209131cea7a650.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Test-Time Adaptation"}. This record does not assert independent reproduction.

### RegMean

Accuracy: 92.6. Result ID: 69f06cb147f34ce924d63b8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ba1e209131cea7a165.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Training-Free Methods"}. This record does not assert independent reproduction.

### TSV-M

Accuracy: 92.3. Result ID: 69f06cb147f34ce924d63b89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c11e209131cea751d7.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

### Layer-wise AdaMerging

Accuracy: 90.9. Result ID: 69f06cb147f34ce924d63b90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73691e209131cea5c535.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Test-Time Adaptation"}. This record does not assert independent reproduction.

### Iso-CTS

Accuracy: 90.7. Result ID: 69f06cb147f34ce924d63b8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795d1e209131cea7d4a1.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

### DOGE TA

Accuracy: 90.5. Result ID: 69f06cb147f34ce924d63b8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c41e209131cea7a650.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

### Iso-C

Accuracy: 90.3. Result ID: 69f06cb147f34ce924d63b8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795d1e209131cea7d4a1.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

### Task Arithmetic

Accuracy: 84. Result ID: 69f06cb147f34ce924d63b87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

### Model Soups

Accuracy: 81.9. Result ID: 69f06cb147f34ce924d63b86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce11e209131cea3679c.md>)

[Implementation](<https://github.com/mlfoundations/model-soups>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

### Fisher Merging

Accuracy: 81.4. Result ID: 69f06cb147f34ce924d63b8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d491e209131cea38c5f.md>)

[Implementation](<https://github.com/mmatena/model_merging>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Training-Free Methods"}. This record does not assert independent reproduction.

### TIES-Merging

Accuracy: 78.4. Result ID: 69f06cb147f34ce924d63b88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a631e209131cea82cfa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ecd8.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Method Category":"Data-Free Methods"}. This record does not assert independent reproduction.

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