# Image Classification on Food-101 16K sequence length (test)

Source: [Image Classification on Food-101 16K sequence length (test)](<https://www.sota2.com/research/sota/image-classification-on-food-101-16k-sequence-length-test>)

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

Data updated: 2026-02-26T06:07:33.495Z

Evaluation of Image Classification performance on the specific 16K sequence length test split 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 16K sequence length (test) |
| Metric | Train runtime (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [Train runtime (s)](<https://www.sota2.com/research/sota/image-classification-on-food-101-16k-sequence-length-test.md?metric=Train%20runtime%20(s)>): Lower is better; unit: TIME.

- [Test runtime (s)](<https://www.sota2.com/research/sota/image-classification-on-food-101-16k-sequence-length-test.md?metric=Test%20runtime%20(s)>): Lower is better; unit: TIME.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-food-101-16k-sequence-length-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Train runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| RACE | 891 | Not recorded | 68fa7bde1e209131cea8aeae |
| RACE | 950 | Not recorded | 68fa7bde1e209131cea8aeae |
| RACE | 1042 | Not recorded | 68fa7bde1e209131cea8aeae |
| Linear | 1166 | Not recorded | 68fa7bde1e209131cea8aeae |
| Linformer-128 | 1250 | Not recorded | 68fa7bde1e209131cea8aeae |
| Performer-256 | 2546 | Not recorded | 68fa7bde1e209131cea8aeae |
| FlashAttention2 | 2600 | Not recorded | 68fa7bde1e209131cea8aeae |

### RACE

Train runtime (s): 891. Result ID: 699a8d385698665ec4178714.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

Recorded evaluation configuration: {"P":2,"L":2,"Sequence Length":"16K"}. This record does not assert independent reproduction.

### RACE

Train runtime (s): 950. Result ID: 699a8d385698665ec4178715.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

Recorded evaluation configuration: {"P":3,"L":3,"Sequence Length":"16K"}. This record does not assert independent reproduction.

### RACE

Train runtime (s): 1042. Result ID: 699a8d385698665ec4178716.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

Recorded evaluation configuration: {"P":4,"L":4,"Sequence Length":"16K"}. This record does not assert independent reproduction.

### Linear

Train runtime (s): 1166. Result ID: 699a8d385698665ec4178717.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b069.md>)

[Implementation](<https://linear-transformers.com/>)

Recorded evaluation configuration: {"Sequence Length":"16K"}. This record does not assert independent reproduction.

### Linformer-128

Train runtime (s): 1250. Result ID: 699a8d385698665ec4178718.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67bb1e209131cea182c9.md>)

Recorded evaluation configuration: {"Sequence Length":"16K","Rank":128}. This record does not assert independent reproduction.

### Performer-256

Train runtime (s): 2546. Result ID: 699a8d385698665ec4178719.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e031e209131cea3d699.md>)

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

Recorded evaluation configuration: {"Sequence Length":"16K","Rank":256}. This record does not assert independent reproduction.

### FlashAttention2

Train runtime (s): 2600. Result ID: 699a8d385698665ec417871a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8aeae.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd51e209131cea3614e.md>)

Recorded evaluation configuration: {"Sequence Length":"16K"}. This record does not assert independent reproduction.

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