# Image Classification on ImageNet (Acc. and Rob.)

Source: [Image Classification on ImageNet (Acc. and Rob.)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-and-rob>)

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

Data updated: 2026-06-08T07:12:16.821Z

Evaluation of Image Classification performance on the standard ImageNet dataset, reporting Accuracy (Acc.) and a Robustness metric (Rob.).

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) | ImageNet |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-imagenet-acc-and-rob.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Robustness](<https://www.sota2.com/research/sota/image-classification-on-imagenet-acc-and-rob.md?metric=Robustness>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MTA | 65.7 | Not recorded | 6a264c5690966ade919be7db |
| R-TPT | 64.8 | Not recorded | 6a264c5690966ade919be7db |
| CLIP | 62.2 | Not recorded | 6a264c5690966ade919be7db |
| MAC | 61.7 | Not recorded | 6a264c5690966ade919be7db |
| TTC | 51.8 | Not recorded | 6a264c5690966ade919be7db |

### MTA

Accuracy: 65.7. Result ID: 6a266a02fbc373592c22ab08.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5690966ade919be7db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack scenario":"PGD-100 (eps=4.0)"}. This record does not assert independent reproduction.

### R-TPT

Accuracy: 64.8. Result ID: 6a266a02fbc373592c22ab07.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5690966ade919be7db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea8590d.md>)

[Implementation](<https://github.com/TomSheng21/R-TPT>)

Recorded evaluation configuration: {"Category":"Tuning-based","Backbone":"CLIP-ViT-B/32","Attack scenario":"PGD-100 (eps=4.0)"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 62.2. Result ID: 6a266a02fbc373592c22ab06.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5690966ade919be7db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Category":"Baseline","Backbone":"CLIP-ViT-B/32","Attack scenario":"PGD-100 (eps=4.0)"}. This record does not assert independent reproduction.

### MAC

Accuracy: 61.7. Result ID: 6a266a02fbc373592c22ab0a.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5690966ade919be7db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c5690966ade919be7db.md>)

Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack scenario":"PGD-100 (eps=4.0)"}. This record does not assert independent reproduction.

### TTC

Accuracy: 51.8. Result ID: 6a266a02fbc373592c22ab09.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5690966ade919be7db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774a1e209131cea724cc.md>)

[Implementation](<https://www.sota2.com/here>)

Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack scenario":"PGD-100 (eps=4.0)"}. This record does not assert independent reproduction.

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