# Handover Direction Classification on Kidney Transplant Procedure Dataset (test) Source: [Handover Direction Classification on Kidney Transplant Procedure Dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-04-10T07:28:45.695Z Evaluation of Handover Direction Classification performance on the test split of the Kidney Transplant Procedure Dataset, reporting F1 scores for specific directions (R, G) and the mean. 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 | Handover Direction Classification | | Dataset (including any stated split) | Kidney Transplant Procedure Dataset (test) | | Metric | F1 Score (R) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [F1 Score (R)](): Higher is better; unit: PERCENT. - [F1 Score (G)](): Higher is better; unit: PERCENT. - [Mean F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score (R) | Result date | Report paper | | --- | --- | --- | --- | | Multi-task ViT–LSTM | 70 | Not recorded | 69d883e57d0172140ec7784b | | VideoMamba | 60 | Not recorded | 69d883e57d0172140ec7784b | | Single-task ViT–LSTM | 55 | Not recorded | 69d883e57d0172140ec7784b | ### Multi-task ViT–LSTM F1 Score (R): 70. Result ID: 69d8a62647f34ce924c12576. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"temporal input":"8 sampled frames per sequence","aggregation":"Gaussian-weighted"}. This record does not assert independent reproduction. ### VideoMamba F1 Score (R): 60. Result ID: 69d8a62647f34ce924c12578. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"temporal input":"8 sampled frames per sequence","aggregation":"Gaussian-weighted"}. This record does not assert independent reproduction. ### Single-task ViT–LSTM F1 Score (R): 55. Result ID: 69d8a62647f34ce924c12577. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"temporal input":"8 sampled frames per sequence","aggregation":"Gaussian-weighted"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.