# Surgical Skill Assessment (Suturing) on JIGSAWS (LOUO) Source: [Surgical Skill Assessment (Suturing) on JIGSAWS (LOUO)]() Collection index: [llms.txt]() Data updated: 2026-03-04T09:04:16.697Z Evaluation of surgical skill assessment performance specifically for the Suturing task using the JIGSAWS dataset under a Leave-One-Out Subject (LOUO) cross-validation scheme, reporting SSC and MAE metrics. 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 Skill Assessment (Suturing) | | Dataset (including any stated split) | JIGSAWS LOUO | | Metric | SSC Score | | 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 Score](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | SSC Score | Result date | Report paper | | --- | --- | --- | --- | | SurgFusion-Net | 84 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | MAQA | 82 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | ViSA | 72 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | C3D-MTL-VF | 69 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | Contra-Sformer | 65 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | C3D-LSTM | 59 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | AIM | 45 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | MultiPath-VTP | 45 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | MultiPath-VTPE | 45 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | DCT-DFT-ApEn | 37 | Not recorded | 69a66bdd2d603e6de3e3cca3 | | SMT-DCT-DFT | 10 | Not recorded | 69a66bdd2d603e6de3e3cca3 | ### SurgFusion-Net SSC Score: 84. Result ID: 69a7f4306dbb7075b94cf1d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"V+F+M"}. This record does not assert independent reproduction. ### MAQA SSC Score: 82. Result ID: 69a7f4306dbb7075b94cf1d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"V+F+M"}. This record does not assert independent reproduction. ### ViSA SSC Score: 72. Result ID: 69a7f4306dbb7075b94cf1cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction. ### C3D-MTL-VF SSC Score: 69. Result ID: 69a7f4306dbb7075b94cf1cb. [Reporting paper]() Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction. ### Contra-Sformer SSC Score: 65. Result ID: 69a7f4306dbb7075b94cf1cd. [Reporting paper]() Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction. ### C3D-LSTM SSC Score: 59. Result ID: 69a7f4306dbb7075b94cf1ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"V"}. This record does not assert independent reproduction. ### AIM SSC Score: 45. Result ID: 69a7f4306dbb7075b94cf1ce. [Reporting paper]() Recorded evaluation configuration: {"Input Modality":"V+K"}. This record does not assert independent reproduction. ### MultiPath-VTP SSC Score: 45. Result ID: 69a7f4306dbb7075b94cf1cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modality":"V+K"}. This record does not assert independent reproduction. ### MultiPath-VTPE SSC Score: 45. Result ID: 69a7f4306dbb7075b94cf1d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input Modality":"V+K"}. This record does not assert independent reproduction. ### DCT-DFT-ApEn SSC Score: 37. Result ID: 69a7f4306dbb7075b94cf1c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Modality":"K"}. This record does not assert independent reproduction. ### SMT-DCT-DFT SSC Score: 10. Result ID: 69a7f4306dbb7075b94cf1c8. [Reporting paper]() [Method origin paper]() 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.