# Image Classification on MAD-M

Source: [Image Classification on MAD-M](<https://www.sota2.com/research/sota/image-classification-on-mad-m>)

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

Data updated: 2026-03-31T08:52:06.556Z

Evaluation of Image Classification performance on the MAD-M dataset, measured using CCA.

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) | MAD-M |
| Metric | CCA |
| 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

- [CCA](<https://www.sota2.com/research/sota/image-classification-on-mad-m.md?metric=CCA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CCA | Result date | Report paper |
| --- | --- | --- | --- |
| No-defense | 98.84 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| Meta-AT | 96.06 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| AT | 88.2 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| YOPO | 87.93 | Not recorded | 68fa7ff41e209131cea9b8f6 |
| ATTA | 35.67 | Not recorded | 68fa7ff41e209131cea9b8f6 |

### No-defense

CCA: 98.84. Result ID: 69cb8b2247f34ce924b3f56f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Meta-AT

CCA: 96.06. Result ID: 69cb8b2247f34ce924b3f573.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

Recorded evaluation configuration: {"Operating Time (H)":"0.0055"}. This record does not assert independent reproduction.

### AT

CCA: 88.2. Result ID: 69cb8b2247f34ce924b3f570.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

Recorded evaluation configuration: {"Operating Time (H)":"0.7333"}. This record does not assert independent reproduction.

### YOPO

CCA: 87.93. Result ID: 69cb8b2247f34ce924b3f572.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56591e209131ce99c1b0.md>)

Recorded evaluation configuration: {"Operating Time (H)":"0.2383"}. This record does not assert independent reproduction.

### ATTA

CCA: 35.67. Result ID: 69cb8b2247f34ce924b3f571.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ff41e209131cea9b8f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d01e209131cea18a08.md>)

Recorded evaluation configuration: {"Operating Time (H)":"0.0143"}. This record does not assert independent reproduction.

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