# Image Classification on CompCars (test)

Source: [Image Classification on CompCars (test)](<https://www.sota2.com/research/sota/image-classification-on-compcars-test>)

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

Data updated: 2026-02-26T05:30:17.930Z

Evaluation of Image Classification performance on the test split of the CompCars dataset.

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) | CompCars (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-compcars-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| A3M | 95.4 | Not recorded | 68fa66d41e209131cea12b58 |
| Baseline-2 | 94.1 | Not recorded | 68fa66d41e209131cea12b58 |
| Baseline-1 | 91.8 | Not recorded | 68fa66d41e209131cea12b58 |
| GoogLeNet | 91.2 | Not recorded | 68fa66d41e209131cea12b58 |
| Overfeat | 87.9 | Not recorded | 68fa66d41e209131cea12b58 |
| AlexNet | 81.9 | Not recorded | 68fa66d41e209131cea12b58 |
| SaSPA | 77.6 | Not recorded | 68fa76ea1e209131cea6fedb |
| Best Aug | 75.1 | Not recorded | 68fa76ea1e209131cea6fedb |

### A3M

Accuracy: 95.4. Result ID: 698d0b4f8b517eb4331e955b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Implementation](<https://github.com/iamhankai/attribute-aware-attention>)

Recorded evaluation configuration: {"using attributes annotation":true}. This record does not assert independent reproduction.

### Baseline-2

Accuracy: 94.1. Result ID: 698d0b4f8b517eb4331e955a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Implementation](<https://github.com/iamhankai/attribute-aware-attention>)

Recorded evaluation configuration: {"using attributes annotation":true}. This record does not assert independent reproduction.

### Baseline-1

Accuracy: 91.8. Result ID: 698d0b4f8b517eb4331e9559.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Implementation](<https://github.com/iamhankai/attribute-aware-attention>)

Recorded evaluation configuration: {"using attributes annotation":false}. This record does not assert independent reproduction.

### GoogLeNet

Accuracy: 91.2. Result ID: 698d0b4f8b517eb4331e9558.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62191e209131ce9f7991.md>)

[Implementation](<http://mmlab.ie.cuhk.edu.hk/datasets/comp_cars/index.html>)

Recorded evaluation configuration: {"using attributes annotation":false}. This record does not assert independent reproduction.

### Overfeat

Accuracy: 87.9. Result ID: 698d0b4f8b517eb4331e9557.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62191e209131ce9f7991.md>)

[Implementation](<http://mmlab.ie.cuhk.edu.hk/datasets/comp_cars/index.html>)

Recorded evaluation configuration: {"using attributes annotation":false}. This record does not assert independent reproduction.

### AlexNet

Accuracy: 81.9. Result ID: 698d0b4f8b517eb4331e9556.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66d41e209131cea12b58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62191e209131ce9f7991.md>)

[Implementation](<http://mmlab.ie.cuhk.edu.hk/datasets/comp_cars/index.html>)

Recorded evaluation configuration: {"using attributes annotation":false}. This record does not assert independent reproduction.

### SaSPA

Accuracy: 77.6. Result ID: 6994519f3a6c3148491c7c9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ea1e209131cea6fedb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ea1e209131cea6fedb.md>)

[Implementation](<https://www.sota2.com/this%20URL>)

Recorded evaluation configuration: {"Resolution":"448x448"}. This record does not assert independent reproduction.

### Best Aug

Accuracy: 75.1. Result ID: 6994519f3a6c3148491c7c9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76ea1e209131cea6fedb.md>)

Recorded evaluation configuration: {"Resolution":"448x448"}. This record does not assert independent reproduction.

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