# Temporal Action Detection on Team-OR (Anesthesiologists being attentive) Source: [Temporal Action Detection on Team-OR (Anesthesiologists being attentive)]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:58:17.505Z Evaluation of Temporal Action Detection performance on the Team-OR dataset, specifically focusing on the action class 'Anesthesiologists being attentive', measured using AP across various temporal Intersection over Union (tIoU) thresholds. 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 | Temporal Action Detection (Anesthesiologists being attentive) | | Dataset (including any stated split) | Team-OR | | Metric | AP@0.1 tIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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@0.1 tIoU](): Higher is better; unit: PERCENT. - [AP@0.2 tIoU](): Higher is better; unit: PERCENT. - [AP@0.3 tIoU](): Higher is better; unit: PERCENT. - [AP@0.4 tIoU](): Higher is better; unit: PERCENT. - [AP@0.5 tIoU](): Higher is better; unit: PERCENT. - [Average AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP@0.1 tIoU | Result date | Report paper | | --- | --- | --- | --- | | Gaze-LLE | 30.95 | Not recorded | 69e9a78b55a3c32af89f7050 | | Gaze-LLE | 28.98 | Not recorded | 69e9a78b55a3c32af89f7050 | | Team-OR | 22.67 | Not recorded | 69e9a78b55a3c32af89f7050 | | TriDet | 18.37 | Not recorded | 69e9a78b55a3c32af89f7050 | | ActionFormer | 18.21 | Not recorded | 69e9a78b55a3c32af89f7050 | | TemporalMaxer | 14.12 | Not recorded | 69e9a78b55a3c32af89f7050 | ### Gaze-LLE AP@0.1 tIoU: 30.95. Result ID: 69e9fb1947f34ce924d20301. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"fine-tuned"}. This record does not assert independent reproduction. ### Gaze-LLE AP@0.1 tIoU: 28.98. Result ID: 69e9fb1947f34ce924d20300. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"off-the-shelf"}. This record does not assert independent reproduction. ### Team-OR AP@0.1 tIoU: 22.67. Result ID: 69e9fb1947f34ce924d202ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### TriDet AP@0.1 tIoU: 18.37. Result ID: 69e9fb1947f34ce924d202fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### ActionFormer AP@0.1 tIoU: 18.21. Result ID: 69e9fb1947f34ce924d202fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. ### TemporalMaxer AP@0.1 tIoU: 14.12. Result ID: 69e9fb1947f34ce924d202fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Standard"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.