# Surgical Phase Recognition on 4D-OR Source: [Surgical Phase Recognition on 4D-OR]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:58:17.399Z Evaluation of surgical phase recognition performance on the 4D-OR dataset, assessed using Macro F1 score. 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 phase recognition | | Dataset (including any stated split) | 4D-OR | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | ORacle | 99 | Not recorded | 69e9a78b55a3c32af89f7050 | | 4D-OR | 97 | Not recorded | 69e9a78b55a3c32af89f7050 | | Ours | 95 | Not recorded | 69e9a78b55a3c32af89f7050 | | Ours | 81 | Not recorded | 69e9a78b55a3c32af89f7050 | ### ORacle Macro F1: 99. Result ID: 69e9fb1947f34ce924d202ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 4D-OR Macro F1: 97. Result ID: 69e9fb1947f34ce924d202ec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours Macro F1: 95. Result ID: 69e9fb1947f34ce924d202ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"fine-tuned"}. This record does not assert independent reproduction. ### Ours Macro F1: 81. Result ID: 69e9fb1947f34ce924d202ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"off-the-shelf"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.