# Image Classification on BAR ratio 5.0 (test)

Source: [Image Classification on BAR ratio 5.0 (test)](<https://www.sota2.com/research/sota/image-classification-on-bar-ratio-5-0-test>)

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

Data updated: 2026-02-26T05:30:05.041Z

Evaluation of Image Classification performance on the test split of the BAR dataset, specifically focusing on the configuration where the ratio is 5.0, 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) | BAR ratio 5.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-bar-ratio-5-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DeNetDM | 79.61 | Not recorded | 68fa758c1e209131cea68895 |
| LC | 74.32 | Not recorded | 68fa758c1e209131cea68895 |
| ERM | 68.6 | Not recorded | 68fa758c1e209131cea68895 |
| JTT | 68.53 | Not recorded | 68fa758c1e209131cea68895 |
| LfF | 67.48 | Not recorded | 68fa758c1e209131cea68895 |
| DFA | 63.5 | Not recorded | 68fa758c1e209131cea68895 |

### DeNetDM

Accuracy: 79.61. Result ID: 6993bc593a6c314849182858.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

[Implementation](<https://github.com/kadarsh22/DeNetDM>)

Recorded evaluation configuration: {"Group Info Required":false}. This record does not assert independent reproduction.

### LC

Accuracy: 74.32. Result ID: 6993bc593a6c314849182857.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ea71e209131cea411f4.md>)

Recorded evaluation configuration: {"Group Info Required":false}. This record does not assert independent reproduction.

### ERM

Accuracy: 68.6. Result ID: 6993bc593a6c314849182853.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

Recorded evaluation configuration: {"Group Info Required":false}. This record does not assert independent reproduction.

### JTT

Accuracy: 68.53. Result ID: 6993bc593a6c314849182854.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ade1e209131cea2aeeb.md>)

Recorded evaluation configuration: {"Group Info Required":false}. This record does not assert independent reproduction.

### LfF

Accuracy: 67.48. Result ID: 6993bc593a6c314849182855.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

Recorded evaluation configuration: {"Group Info Required":false}. This record does not assert independent reproduction.

### DFA

Accuracy: 63.5. Result ID: 6993bc593a6c314849182856.

[Reporting paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea68895.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2bc.md>)

Recorded evaluation configuration: {"Group Info Required":false}. This record does not assert independent reproduction.

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