# Action Triplet Recognition on Surgical Video Dataset Source: [Action Triplet Recognition on Surgical Video Dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:14.598Z Evaluation of action triplet recognition performance on the Surgical Video Dataset, measured by metrics such as AP-I, AP-V, AP-T, AP-IV, AP-IT, and AP-IVT. 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 Triplet Recognition | | Dataset (including any stated split) | Surgical Video Dataset | | Metric | AP-I | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [AP-I](): Higher is better; unit: PERCENT. - [AP-V](): Higher is better; unit: PERCENT. - [AP-T](): Higher is better; unit: PERCENT. - [AP-IV](): Higher is better; unit: PERCENT. - [AP-IT](): Higher is better; unit: PERCENT. - [AP-IVT](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP-I | Result date | Report paper | | --- | --- | --- | --- | | MML-SurgAdapt | 87.3 | Not recorded | 68fa79ed1e209131cea8001f | | CLIPVIT-L/14-TS | 86.5 | Not recorded | 68fa79ed1e209131cea8001f | | Rendezvous | 82 | Not recorded | 68fa79ed1e209131cea8001f | | HSPNet | 77.6 | Not recorded | 68fa79ed1e209131cea8001f | | VLPL | 69.7 | Not recorded | 68fa79ed1e209131cea8001f | | ResNet50 TS | 64 | Not recorded | 68fa79ed1e209131cea8001f | | Multi-task ResNet50 | 62 | Not recorded | 68fa79ed1e209131cea8001f | | DualCoOp | 43.6 | Not recorded | 68fa79ed1e209131cea8001f | ### MML-SurgAdapt AP-I: 87.3. Result ID: 698b65a07a967eddb76e3ed3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction. ### CLIPVIT-L/14-TS AP-I: 86.5. Result ID: 698b65a07a967eddb76e3ece. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Task-Specific Models"}. This record does not assert independent reproduction. ### Rendezvous AP-I: 82. Result ID: 698b65a07a967eddb76e3ecc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Vision-only Models"}. This record does not assert independent reproduction. ### HSPNet AP-I: 77.6. Result ID: 698b65a07a967eddb76e3ed2. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction. ### VLPL AP-I: 69.7. Result ID: 698b65a07a967eddb76e3ed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction. ### ResNet50 TS AP-I: 64. Result ID: 698b65a07a967eddb76e3ecd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Task-Specific Models"}. This record does not assert independent reproduction. ### Multi-task ResNet50 AP-I: 62. Result ID: 698b65a07a967eddb76e3ecf. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Task-Specific Models"}. This record does not assert independent reproduction. ### DualCoOp AP-I: 43.6. Result ID: 698b65a07a967eddb76e3ed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"SPML Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.