# Action Segmentation and Recognition on 50 Salads (eval granularity)

Source: [Action Segmentation and Recognition on 50 Salads (eval granularity)](<https://www.sota2.com/research/sota/action-segmentation-and-recognition-on-50-salads-eval-granularity>)

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

Data updated: 2026-02-27T06:18:12.790Z

Evaluation of Action Segmentation and Recognition performance on the 50 Salads dataset, utilizing the 'eval granularity' configuration. The primary metric reported is 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 | Action Segmentation and Recognition |
| Dataset (including any stated split) | 50 Salads eval granularity |
| 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/action-segmentation-and-recognition-on-50-salads-eval-granularity.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [MoF](<https://www.sota2.com/research/sota/action-segmentation-and-recognition-on-50-salads-eval-granularity.md?metric=MoF>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TCN | 82 | Not recorded | 68fa63f41e209131cea01c86 |
| SDL + SC-CRF | 80.54 | Not recorded | 68fa63f41e209131cea01c86 |
| LC-SC-CRF | 77.8 | Not recorded | 68fa63f41e209131cea01c86 |
| LSTM | 73.3 | Not recorded | 68fa63f41e209131cea01c86 |

### TCN

Accuracy: 82. Result ID: 698c087ff729bc7f68e7ec81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63f41e209131cea01c86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62b51e209131ce9faa66.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SDL + SC-CRF

Accuracy: 80.54. Result ID: 698c087ff729bc7f68e7ec82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63f41e209131cea01c86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f41e209131cea01c86.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LC-SC-CRF

Accuracy: 77.8. Result ID: 698c087ff729bc7f68e7ec7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63f41e209131cea01c86.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LSTM

Accuracy: 73.3. Result ID: 698c087ff729bc7f68e7ec80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63f41e209131cea01c86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa36d.md>)

[Implementation](<https://github.com/rdipietro/miccai-2016-surgical-activity-rec>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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