# Image Classification on Stanford Cars (Balanced Accuracy)

Source: [Image Classification on Stanford Cars (Balanced Accuracy)](<https://www.sota2.com/research/sota/image-classification-on-stanford-cars-balanced-accuracy>)

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

Data updated: 2026-02-26T05:37:30.520Z

Evaluation of Image Classification performance on the Stanford Cars dataset, specifically reporting Balanced 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) | Stanford Cars |
| Metric | Balanced Acc |
| 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

- [Balanced Acc](<https://www.sota2.com/research/sota/image-classification-on-stanford-cars-balanced-accuracy.md?metric=Balanced%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Balanced Acc | Result date | Report paper |
| --- | --- | --- | --- |
| AAT | 86.78 | Not recorded | 6968749de25ad2fa9d1ec63e |
| Attentive Probe | 84.16 | Not recorded | 6968749de25ad2fa9d1ec63e |
| Attentive Probe | 79.78 | Not recorded | 6968749de25ad2fa9d1ec63e |
| Linear Probe | 78.31 | Not recorded | 6968749de25ad2fa9d1ec63e |
| Linear Probe | 77.81 | Not recorded | 6968749de25ad2fa9d1ec63e |
| Linear Probe | 76.95 | Not recorded | 6968749de25ad2fa9d1ec63e |

### AAT

Balanced Acc: 86.78. Result ID: 6997bfb25698665ec4166db3.

[Reporting paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a32c.md>)

[Implementation](<https://github.com/Atten4Vis/CAE>)

Recorded evaluation configuration: {"Layers":"Last","Tokens":"all tokens","Probing":"attentive"}. This record does not assert independent reproduction.

### Attentive Probe

Balanced Acc: 84.16. Result ID: 6997bfb25698665ec4166db7.

[Reporting paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

Recorded evaluation configuration: {"Layers":"All","Tokens":"CLS + AP","Probing":"attentive"}. This record does not assert independent reproduction.

### Attentive Probe

Balanced Acc: 79.78. Result ID: 6997bfb25698665ec4166db6.

[Reporting paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

Recorded evaluation configuration: {"Layers":"Last","Tokens":"CLS + AP","Probing":"attentive"}. This record does not assert independent reproduction.

### Linear Probe

Balanced Acc: 78.31. Result ID: 6997bfb25698665ec4166db4.

[Reporting paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0817c.md>)

Recorded evaluation configuration: {"Layers":"Last","Tokens":"CLS + AP","Probing":"linear"}. This record does not assert independent reproduction.

### Linear Probe

Balanced Acc: 77.81. Result ID: 6997bfb25698665ec4166db2.

[Reporting paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0817c.md>)

Recorded evaluation configuration: {"Layers":"Last","Tokens":"CLS","Probing":"linear"}. This record does not assert independent reproduction.

### Linear Probe

Balanced Acc: 76.95. Result ID: 6997bfb25698665ec4166db5.

[Reporting paper](<https://www.sota2.com/research/paper/6968749de25ad2fa9d1ec63e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65151e209131cea0817c.md>)

Recorded evaluation configuration: {"Layers":"All","Tokens":"CLS + AP","Probing":"linear"}. This record does not assert independent reproduction.

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