# Across-task Surgical Skill Assessment on JIGSAWS (LOUO)

Source: [Across-task Surgical Skill Assessment on JIGSAWS (LOUO)](<https://www.sota2.com/research/sota/across-task-surgical-skill-assessment-on-jigsaws-louo>)

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

Data updated: 2026-03-04T09:04:16.770Z

Evaluation of surgical skill assessment performance across multiple tasks using the JIGSAWS dataset under a Leave-One-Out Subject (LOUO) scheme, reporting SSC and MAE.

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 | Across-task Surgical Skill Assessment |
| Dataset (including any stated split) | JIGSAWS (LOUO) |
| Metric | SSC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [SSC](<https://www.sota2.com/research/sota/across-task-surgical-skill-assessment-on-jigsaws-louo.md?metric=SSC>): Higher is better; unit: PERCENT.

- [MAE](<https://www.sota2.com/research/sota/across-task-surgical-skill-assessment-on-jigsaws-louo.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSC | Result date | Report paper |
| --- | --- | --- | --- |
| SurgFusion-Net | 89 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| MAQA | 85 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| ViSA | 81 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| C3D-MTL-VF | 80 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| Contra-Sformer | 68 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| C3D-LSTM | 67 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| MultiPath-VTPE | 57 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| MultiPath-VTP | 55 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| AIM | 47 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| DCT-DFT-ApEn | 42 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| SMT-DCT-DFT | 40 | Not recorded | 69a66bdd2d603e6de3e3cca3 |

### SurgFusion-Net

SSC: 89. Result ID: 69a7f4306dbb7075b94cf1ef.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

Recorded evaluation configuration: {"Input Modality":"V+F+M"}. This record does not assert independent reproduction.

### MAQA

SSC: 85. Result ID: 69a7f4306dbb7075b94cf1ee.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77461e209131cea7225d.md>)

Recorded evaluation configuration: {"Input Modality":"V+F+M"}. This record does not assert independent reproduction.

### ViSA

SSC: 81. Result ID: 69a7f4306dbb7075b94cf1e9.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d331e209131cea385b0.md>)

Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction.

### C3D-MTL-VF

SSC: 80. Result ID: 69a7f4306dbb7075b94cf1e8.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction.

### Contra-Sformer

SSC: 68. Result ID: 69a7f4306dbb7075b94cf1ea.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction.

### C3D-LSTM

SSC: 67. Result ID: 69a7f4306dbb7075b94cf1e7.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63511e209131ce9fe0e9.md>)

Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction.

### MultiPath-VTPE

SSC: 57. Result ID: 69a7f4306dbb7075b94cf1ed.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25a95.md>)

[Implementation](<https://git.io/JG2OA>)

Recorded evaluation configuration: {"Input Modality":"V+K"}. This record does not assert independent reproduction.

### MultiPath-VTP

SSC: 55. Result ID: 69a7f4306dbb7075b94cf1ec.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25a95.md>)

[Implementation](<https://git.io/JG2OA>)

Recorded evaluation configuration: {"Input Modality":"V+K"}. This record does not assert independent reproduction.

### AIM

SSC: 47. Result ID: 69a7f4306dbb7075b94cf1eb.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

Recorded evaluation configuration: {"Input Modality":"V+K"}. This record does not assert independent reproduction.

### DCT-DFT-ApEn

SSC: 42. Result ID: 69a7f4306dbb7075b94cf1e6.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f01e209131cea01a4c.md>)

Recorded evaluation configuration: {"Input Modality":"K"}. This record does not assert independent reproduction.

### SMT-DCT-DFT

SSC: 40. Result ID: 69a7f4306dbb7075b94cf1e5.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdd2d603e6de3e3cca3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63f01e209131cea01a4c.md>)

Recorded evaluation configuration: {"Input Modality":"K"}. This record does not assert independent reproduction.

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