# Action Recognition on JIGSAWS Suturing (LOSO) Source: [Action Recognition on JIGSAWS Suturing (LOSO)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:46.146Z Evaluation of Action Recognition performance on the JIGSAWS Suturing dataset using a Leave-One-Subject-Out (LOSO) cross-validation scheme, typically measured by Per-frame accuracy. 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 | Action Recognition | | Dataset (including any stated split) | JIGSAWS Suturing (LOSO) | | Metric | Per-frame Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Per-frame Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Per-frame Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SDSDL | 86.32 | Not recorded | 68fa63f41e209131cea01c86 | | SDL + SC-CRF | 86.21 | Not recorded | 68fa63f41e209131cea01c86 | | SC-CRF-SL | 85.18 | Not recorded | 68fa63f41e209131cea01c86 | | KSVD-SHMM | 83.4 | Not recorded | 68fa63f41e209131cea01c86 | | LC-SC-CRF | 83.4 | Not recorded | 68fa63f41e209131cea01c86 | | BiLSTM | 83.3 | Not recorded | 68fa63f41e209131cea01c86 | | GMM-HMM | 82.22 | Not recorded | 68fa63f41e209131cea01c86 | | MsM-CRF | 81.99 | Not recorded | 68fa63f41e209131cea01c86 | | SC-CRF-SL | 81.74 | Not recorded | 68fa63f41e209131cea01c86 | | LSTM | 80.5 | Not recorded | 68fa63f41e209131cea01c86 | | BiLSTM | 80.15 | Not recorded | 68fa63f41e209131cea01c86 | | TCN | 79.6 | Not recorded | 68fa63f41e209131cea01c86 | | SDSDL | 78.68 | Not recorded | 68fa63f41e209131cea01c86 | | LSTM | 78.38 | Not recorded | 68fa63f41e209131cea01c86 | | SDL + SC-CRF | 78.16 | Not recorded | 68fa63f41e209131cea01c86 | | GMM-HMM | 73.95 | Not recorded | 68fa63f41e209131cea01c86 | | KSVD-SHMM | 73.45 | Not recorded | 68fa63f41e209131cea01c86 | | MsM-CRF | 67.84 | Not recorded | 68fa63f41e209131cea01c86 | ### SDSDL Per-frame Accuracy: 86.32. Result ID: 698c087ff729bc7f68e7ec6b. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### SDL + SC-CRF Per-frame Accuracy: 86.21. Result ID: 698c087ff729bc7f68e7ec6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### SC-CRF-SL Per-frame Accuracy: 85.18. Result ID: 698c087ff729bc7f68e7ec6a. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### KSVD-SHMM Per-frame Accuracy: 83.4. Result ID: 698c087ff729bc7f68e7ec68. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### LC-SC-CRF Per-frame Accuracy: 83.4. Result ID: 698c7b4837894ef7d9ceb21b. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic + Tool Distance"}. This record does not assert independent reproduction. ### BiLSTM Per-frame Accuracy: 83.3. Result ID: 698c7b4837894ef7d9ceb218. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling rate":"5Hz"}. This record does not assert independent reproduction. ### GMM-HMM Per-frame Accuracy: 82.22. Result ID: 698c087ff729bc7f68e7ec67. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### MsM-CRF Per-frame Accuracy: 81.99. Result ID: 698c087ff729bc7f68e7ec69. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### SC-CRF-SL Per-frame Accuracy: 81.74. Result ID: 698c7b4837894ef7d9ceb214. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### LSTM Per-frame Accuracy: 80.5. Result ID: 698c7b4837894ef7d9ceb216. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling rate":"5Hz"}. This record does not assert independent reproduction. ### BiLSTM Per-frame Accuracy: 80.15. Result ID: 698c7b4837894ef7d9ceb219. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling rate":"30Hz"}. This record does not assert independent reproduction. ### TCN Per-frame Accuracy: 79.6. Result ID: 698c7b4837894ef7d9ceb21a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### SDSDL Per-frame Accuracy: 78.68. Result ID: 698c7b4837894ef7d9ceb215. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### LSTM Per-frame Accuracy: 78.38. Result ID: 698c7b4837894ef7d9ceb217. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling rate":"30Hz"}. This record does not assert independent reproduction. ### SDL + SC-CRF Per-frame Accuracy: 78.16. Result ID: 698c7b4837894ef7d9ceb21c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### GMM-HMM Per-frame Accuracy: 73.95. Result ID: 698c7b4837894ef7d9ceb211. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### KSVD-SHMM Per-frame Accuracy: 73.45. Result ID: 698c7b4837894ef7d9ceb212. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. ### MsM-CRF Per-frame Accuracy: 67.84. Result ID: 698c7b4837894ef7d9ceb213. [Reporting paper]() Recorded evaluation configuration: {"Input features":"Kinematic"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.