# Image Classification on ImageNet (ID-ACC)

Source: [Image Classification on ImageNet (ID-ACC)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-id-acc>)

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

Data updated: 2026-02-26T05:46:49.835Z

Evaluation of Image Classification performance on the standard ImageNet dataset, reporting results using the custom metric 'ID-ACC'.

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 | ID-ACC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

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

## Recorded results

| Method | ID-ACC | Result date | Report paper |
| --- | --- | --- | --- |
| TAL | 76.43 | Not recorded | 68fa759d1e209131cea68f7a |
| MSP | 76.13 | Not recorded | 68fa759d1e209131cea68f7a |

### TAL

ID-ACC: 76.43. Result ID: 6993d8743a6c31484918f3a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa759d1e209131cea68f7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa759d1e209131cea68f7a.md>)

[Implementation](<https://github.com/liuyijungoon/TAL>)

Recorded evaluation configuration: {"Architecture":"ResNet50"}. This record does not assert independent reproduction.

### MSP

ID-ACC: 76.13. Result ID: 6993d8743a6c31484918f3a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa759d1e209131cea68f7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea0731a.md>)

[Implementation](<https://www.sota2.com/github.com/hendrycks/error-detection>)

Recorded evaluation configuration: {"Architecture":"ResNet50"}. This record does not assert independent reproduction.

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