# Image Classification on Products

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

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

Data updated: 2026-02-27T08:52:18.924Z

Evaluation of Image Classification performance on the Products dataset, measured using 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) | Products |
| 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-products.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP\* L/14 | 90.7 | Not recorded | 68fa71a81e209131cea525af |
| CapPa L/14 | 90.3 | Not recorded | 68fa71a81e209131cea525af |
| CLIP\* (16k) | 89 | Not recorded | 68fa71a81e209131cea525af |
| CLIP\* (8k) | 88.8 | Not recorded | 68fa71a81e209131cea525af |
| CapPa | 88.5 | Not recorded | 68fa71a81e209131cea525af |
| Cap | 87.8 | Not recorded | 68fa71a81e209131cea525af |

### CLIP\* L/14

Accuracy: 90.7. Result ID: 69a15b2635dfcabb00e67d76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"MAP head":"true","Grain":"Coarse","Frozen representation":"true","backbone":"ViT-L/14"}. This record does not assert independent reproduction.

### CapPa L/14

Accuracy: 90.3. Result ID: 69a15b2635dfcabb00e67d77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Implementation](<https://github.com/google-research/big_vision>)

Recorded evaluation configuration: {"MAP head":"true","Grain":"Coarse","Frozen representation":"true","backbone":"ViT-L/14"}. This record does not assert independent reproduction.

### CLIP\* (16k)

Accuracy: 89. Result ID: 69a15b2635dfcabb00e67d73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"MAP head":"true","Grain":"Coarse","Frozen representation":"true"}. This record does not assert independent reproduction.

### CLIP\* (8k)

Accuracy: 88.8. Result ID: 69a15b2635dfcabb00e67d72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"MAP head":"true","Grain":"Coarse","Frozen representation":"true"}. This record does not assert independent reproduction.

### CapPa

Accuracy: 88.5. Result ID: 69a15b2635dfcabb00e67d75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Implementation](<https://github.com/google-research/big_vision>)

Recorded evaluation configuration: {"MAP head":"true","Grain":"Coarse","Frozen representation":"true"}. This record does not assert independent reproduction.

### Cap

Accuracy: 87.8. Result ID: 69a15b2635dfcabb00e67d74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a81e209131cea525af.md>)

[Implementation](<https://github.com/google-research/big_vision>)

Recorded evaluation configuration: {"MAP head":"true","Grain":"Coarse","Frozen representation":"true"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.