# Image Classification on Food-101 1.0 (test)

Source: [Image Classification on Food-101 1.0 (test)](<https://www.sota2.com/research/sota/image-classification-on-food-101-1-0-test>)

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

Data updated: 2026-02-26T06:06:43.050Z

Evaluation of Image Classification performance on the test split (version 1.0) of the Food-101 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) | Food-101 (F-101) 1.0 (test) |
| Metric | Top-1 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

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-food-101-1-0-test.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| MAWS | 96.2 | Not recorded | 68fa71ee1e209131cea539db |
| MAWS | 95.8 | Not recorded | 68fa71ee1e209131cea539db |
| Florence | 95.1 | Not recorded | 68fa71ee1e209131cea539db |
| CLIP | 93.8 | Not recorded | 68fa71ee1e209131cea539db |
| OpenCLIP | 92.9 | Not recorded | 68fa71ee1e209131cea539db |
| OpenCLIP | 92.5 | Not recorded | 68fa71ee1e209131cea539db |

### MAWS

Top-1 Acc: 96.2. Result ID: 699200363a6c3148490bf63f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

[Implementation](<https://github.com/facebookresearch/maws>)

Recorded evaluation configuration: {"Pre-training Dataset":"IG-3B","Architecture":"ViT-2B","Resolution":"224"}. This record does not assert independent reproduction.

### MAWS

Top-1 Acc: 95.8. Result ID: 699200363a6c3148490bf63e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

[Implementation](<https://github.com/facebookresearch/maws>)

Recorded evaluation configuration: {"Pre-training Dataset":"IG-3B","Architecture":"ViT-H","Resolution":"224"}. This record does not assert independent reproduction.

### Florence

Top-1 Acc: 95.1. Result ID: 699200363a6c3148490bf63d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b451e209131cea2d291.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"FLD-900M","Architecture":"CoSwin-H","Resolution":"384"}. This record does not assert independent reproduction.

### CLIP

Top-1 Acc: 93.8. Result ID: 699200363a6c3148490bf63a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

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

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

Recorded evaluation configuration: {"Pre-training Dataset":"WIT-400M","Architecture":"ViT-L/14","Resolution":"336"}. This record does not assert independent reproduction.

### OpenCLIP

Top-1 Acc: 92.9. Result ID: 699200363a6c3148490bf63c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"LAION-2B","Architecture":"ViT-G","Resolution":"224"}. This record does not assert independent reproduction.

### OpenCLIP

Top-1 Acc: 92.5. Result ID: 699200363a6c3148490bf63b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71ee1e209131cea539db.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"LAION-2B","Architecture":"ViT-H","Resolution":"224"}. This record does not assert independent reproduction.

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