# Surgical Gesture Segmentation on JIGSAWS Kinematic suturing task

Source: [Surgical Gesture Segmentation on JIGSAWS Kinematic suturing task](<https://www.sota2.com/research/sota/surgical-gesture-segmentation-on-jigsaws-kinematic-suturing-task>)

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

Data updated: 2026-02-26T05:27:19.838Z

Evaluation of Surgical Gesture Segmentation performance on the JIGSAWS Kinematic suturing task dataset, typically reporting Accuracy, Edit Distance, and F1 scores at various 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 | Surgical Gesture Segmentation |
| Dataset (including any stated split) | JIGSAWS Kinematic suturing task |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/surgical-gesture-segmentation-on-jigsaws-kinematic-suturing-task.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Edit Score](<https://www.sota2.com/research/sota/surgical-gesture-segmentation-on-jigsaws-kinematic-suturing-task.md?metric=Edit%20Score>): Higher is better; unit: PERCENT.

- [F1 Score @ 10](<https://www.sota2.com/research/sota/surgical-gesture-segmentation-on-jigsaws-kinematic-suturing-task.md?metric=F1%20Score%20%40%2010>): Higher is better; unit: PERCENT.

- [F1 Score @ 25](<https://www.sota2.com/research/sota/surgical-gesture-segmentation-on-jigsaws-kinematic-suturing-task.md?metric=F1%20Score%20%40%2025>): Higher is better; unit: PERCENT.

- [F1 Score @ 50](<https://www.sota2.com/research/sota/surgical-gesture-segmentation-on-jigsaws-kinematic-suturing-task.md?metric=F1%20Score%20%40%2050>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LC-SC-CRF | 83.4 | Not recorded | 68fa647d1e209131cea04ce4 |
| Bidir LSTM | 83.3 | Not recorded | 68fa647d1e209131cea04ce4 |
| TCN\* | 82.57 | Not recorded | 68fa647d1e209131cea04ce4 |
| RL (full) | 82.07 | Not recorded | 68fa647d1e209131cea04ce4 |
| RL (no trans) | 82.06 | Not recorded | 68fa647d1e209131cea04ce4 |
| RL (no future) | 81.48 | Not recorded | 68fa647d1e209131cea04ce4 |
| TCN | 79.6 | Not recorded | 68fa647d1e209131cea04ce4 |
| SD-SDL | 78.6 | Not recorded | 68fa647d1e209131cea04ce4 |
| RL (no tcn) | 32.9 | Not recorded | 68fa647d1e209131cea04ce4 |

### LC-SC-CRF

Accuracy: 83.4. Result ID: 698c47e637894ef7d9cd3866.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

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

### Bidir LSTM

Accuracy: 83.3. Result ID: 698c47e637894ef7d9cd3865.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.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.

### TCN\*

Accuracy: 82.57. Result ID: 698c47e637894ef7d9cd3868.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

Recorded evaluation configuration: {"re-implemented":"true"}. This record does not assert independent reproduction.

### RL (full)

Accuracy: 82.07. Result ID: 698c47e637894ef7d9cd386c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

Recorded evaluation configuration: {"state\_design":"full state"}. This record does not assert independent reproduction.

### RL (no trans)

Accuracy: 82.06. Result ID: 698c47e637894ef7d9cd386b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

Recorded evaluation configuration: {"state\_design":"without transition probabilities"}. This record does not assert independent reproduction.

### RL (no future)

Accuracy: 81.48. Result ID: 698c47e637894ef7d9cd386a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

Recorded evaluation configuration: {"state\_design":"without TCN features at future frames"}. This record does not assert independent reproduction.

### TCN

Accuracy: 79.6. Result ID: 698c47e637894ef7d9cd3867.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

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

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

### SD-SDL

Accuracy: 78.6. Result ID: 698c47e637894ef7d9cd3864.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

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

### RL (no tcn)

Accuracy: 32.9. Result ID: 698c47e637894ef7d9cd3869.

[Reporting paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa647d1e209131cea04ce4.md>)

Recorded evaluation configuration: {"state\_design":"without TCN features"}. This record does not assert independent reproduction.

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