# Across-task Surgical Skill Assessment on JIGSAWS 4-Fold

Source: [Across-task Surgical Skill Assessment on JIGSAWS 4-Fold](<https://www.sota2.com/research/sota/across-task-surgical-skill-assessment-on-jigsaws-4-fold>)

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

Data updated: 2026-03-04T09:04:16.796Z

Evaluation of surgical skill assessment performance across multiple tasks using the JIGSAWS dataset under a 4-Fold cross-validation 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 4-Fold |
| Metric | SSC |
| 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

- [SSC](<https://www.sota2.com/research/sota/across-task-surgical-skill-assessment-on-jigsaws-4-fold.md?metric=SSC>): Higher is better; unit: PERCENT.

- [MAE](<https://www.sota2.com/research/sota/across-task-surgical-skill-assessment-on-jigsaws-4-fold.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSC | Result date | Report paper |
| --- | --- | --- | --- |
| SurgFusion-Net | 90 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| CoRe + PECoP | 89 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| MAQA | 87 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| CoRe + GART | 85 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| ViSA | 83 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| Contra-Sformer | 81 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| MultiPath-VTPE | 81 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| MultiPath-VTP | 78 | Not recorded | 69a66bdd2d603e6de3e3cca3 |
| AIM | 71 | Not recorded | 69a66bdd2d603e6de3e3cca3 |

### SurgFusion-Net

SSC: 90. Result ID: 69a7f4306dbb7075b94cf1f8.

[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.

### CoRe + PECoP

SSC: 89. Result ID: 69a7f4306dbb7075b94cf1f3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa712f1e209131cea4fceb.md>)

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

### MAQA

SSC: 87. Result ID: 69a7f4306dbb7075b94cf1f7.

[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.

### CoRe + GART

SSC: 85. Result ID: 69a7f4306dbb7075b94cf1f0.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8d1e209131cea28c0b.md>)

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

### ViSA

SSC: 83. Result ID: 69a7f4306dbb7075b94cf1f1.

[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.

### Contra-Sformer

SSC: 81. Result ID: 69a7f4306dbb7075b94cf1f2.

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

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

### MultiPath-VTPE

SSC: 81. Result ID: 69a7f4306dbb7075b94cf1f6.

[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: 78. Result ID: 69a7f4306dbb7075b94cf1f5.

[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: 71. Result ID: 69a7f4306dbb7075b94cf1f4.

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

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

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