# Temporal Action Segmentation on TCG-15

Source: [Temporal Action Segmentation on TCG-15](<https://www.sota2.com/research/sota/temporal-action-segmentation-on-tcg-15>)

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

Data updated: 2026-03-26T15:35:50.524Z

Evaluation of Temporal Action Segmentation performance on the TCG-15 dataset, reporting Accuracy, Edit distance, and F1 scores at 10%, 25%, and 50% thresholds.

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 | Temporal Action Segmentation |
| Dataset (including any stated split) | TCG-15 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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/temporal-action-segmentation-on-tcg-15.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Edit Score](<https://www.sota2.com/research/sota/temporal-action-segmentation-on-tcg-15.md?metric=Edit%20Score>): Higher is better; unit: PERCENT.

- [F1 Score @ 10% Threshold](<https://www.sota2.com/research/sota/temporal-action-segmentation-on-tcg-15.md?metric=F1%20Score%20%40%2010%25%20Threshold>): Higher is better; unit: PERCENT.

- [F1 Score @ 25% Threshold](<https://www.sota2.com/research/sota/temporal-action-segmentation-on-tcg-15.md?metric=F1%20Score%20%40%2025%25%20Threshold>): Higher is better; unit: PERCENT.

- [F1 Score @ 50% Threshold](<https://www.sota2.com/research/sota/temporal-action-segmentation-on-tcg-15.md?metric=F1%20Score%20%40%2050%25%20Threshold>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LaDy | 89.3 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| Spectral Scalpel | 89 | Not recorded | 69c4bdb60636e5bf4afc776a |
| LPL | 88.8 | Not recorded | 69c4bdb60636e5bf4afc776a |
| LPL | 88.8 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| ME-ST | 88.7 | Not recorded | 69c4bdb60636e5bf4afc776a |
| LaSA | 88.7 | Not recorded | 69c4bdb60636e5bf4afc776a |
| ME-ST | 88.7 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| LaSA | 88.7 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| MSTAS | 88.3 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| DeST-Former | 88.1 | Not recorded | 69c4bdb60636e5bf4afc776a |
| DeST-Former | 88.1 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| SCSAS | 87.4 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| DeST-TCN | 87.1 | Not recorded | 69c4bdb60636e5bf4afc776a |
| DeST-TCN | 87.1 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| LTContext | 86.9 | Not recorded | 69c4bdb60636e5bf4afc776a |
| MS-GCN | 86.6 | Not recorded | 69c4bdb60636e5bf4afc776a |
| MS-GCN | 86.6 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| MS-TCN++ | 86 | Not recorded | 69c4bdb60636e5bf4afc776a |
| MTST-GCN | 85.9 | Not recorded | 69c4bdb60636e5bf4afc776a |
| MS-TCN | 85.5 | Not recorded | 69c4bdb60636e5bf4afc776a |
| MS-TCN | 85.5 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| ASRF | 83.9 | Not recorded | 69c4bdb60636e5bf4afc776a |
| ASRF | 83.9 | Not recorded | 69c4bdb40636e5bf4afc7745 |
| ASFormer | 82.3 | Not recorded | 69c4bdb60636e5bf4afc776a |
| ASFormer | 82.3 | Not recorded | 69c4bdb40636e5bf4afc7745 |

### LaDy

Accuracy: 89.3. Result ID: 69c5524a47f34ce924af9a46.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

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

### Spectral Scalpel

Accuracy: 89. Result ID: 69c542ce47f34ce924af2c5c.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### LPL

Accuracy: 88.8. Result ID: 69c542ce47f34ce924af2c5b.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75531e209131cea6731f.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### LPL

Accuracy: 88.8. Result ID: 69c5524a47f34ce924af9a45.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75531e209131cea6731f.md>)

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

### ME-ST

Accuracy: 88.7. Result ID: 69c542ce47f34ce924af2c59.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### LaSA

Accuracy: 88.7. Result ID: 69c542ce47f34ce924af2c5a.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### ME-ST

Accuracy: 88.7. Result ID: 69c5524a47f34ce924af9a43.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

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

### LaSA

Accuracy: 88.7. Result ID: 69c5524a47f34ce924af9a44.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

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

### MSTAS

Accuracy: 88.3. Result ID: 69c5524a47f34ce924af9a41.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

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

### DeST-Former

Accuracy: 88.1. Result ID: 69c542ce47f34ce924af2c58.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71621e209131cea51059.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### DeST-Former

Accuracy: 88.1. Result ID: 69c5524a47f34ce924af9a40.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71621e209131cea51059.md>)

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

### SCSAS

Accuracy: 87.4. Result ID: 69c5524a47f34ce924af9a42.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

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

### DeST-TCN

Accuracy: 87.1. Result ID: 69c542ce47f34ce924af2c57.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71621e209131cea51059.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### DeST-TCN

Accuracy: 87.1. Result ID: 69c5524a47f34ce924af9a3f.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71621e209131cea51059.md>)

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

### LTContext

Accuracy: 86.9. Result ID: 69c542ce47f34ce924af2c54.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b41e209131cea4cb16.md>)

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

Recorded evaluation configuration: {"Method Category":"VTAS"}. This record does not assert independent reproduction.

### MS-GCN

Accuracy: 86.6. Result ID: 69c542ce47f34ce924af2c55.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e411e209131cea3ec04.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### MS-GCN

Accuracy: 86.6. Result ID: 69c5524a47f34ce924af9a3e.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e411e209131cea3ec04.md>)

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

### MS-TCN++

Accuracy: 86. Result ID: 69c542ce47f34ce924af2c51.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684d1e209131cea1b430.md>)

Recorded evaluation configuration: {"Method Category":"VTAS"}. This record does not assert independent reproduction.

### MTST-GCN

Accuracy: 85.9. Result ID: 69c542ce47f34ce924af2c56.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

Recorded evaluation configuration: {"Method Category":"STAS"}. This record does not assert independent reproduction.

### MS-TCN

Accuracy: 85.5. Result ID: 69c542ce47f34ce924af2c50.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684d1e209131cea1b430.md>)

Recorded evaluation configuration: {"Method Category":"VTAS"}. This record does not assert independent reproduction.

### MS-TCN

Accuracy: 85.5. Result ID: 69c5524a47f34ce924af9a3b.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684d1e209131cea1b430.md>)

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

### ASRF

Accuracy: 83.9. Result ID: 69c542ce47f34ce924af2c53.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f41e209131cea195ee.md>)

[Implementation](<https://github.com/yiskw713/asrf>)

Recorded evaluation configuration: {"Method Category":"VTAS"}. This record does not assert independent reproduction.

### ASRF

Accuracy: 83.9. Result ID: 69c5524a47f34ce924af9a3d.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f41e209131cea195ee.md>)

[Implementation](<https://github.com/yiskw713/asrf>)

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

### ASFormer

Accuracy: 82.3. Result ID: 69c542ce47f34ce924af2c52.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc776a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bfdb.md>)

[Implementation](<https://github.com/ChinaYi/ASFormer>)

Recorded evaluation configuration: {"Method Category":"VTAS"}. This record does not assert independent reproduction.

### ASFormer

Accuracy: 82.3. Result ID: 69c5524a47f34ce924af9a3c.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb40636e5bf4afc7745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b131e209131cea2bfdb.md>)

[Implementation](<https://github.com/ChinaYi/ASFormer>)

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

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