# Handover Detection on Kidney Transplant Procedure Dataset (test)

Source: [Handover Detection on Kidney Transplant Procedure Dataset (test)](<https://www.sota2.com/research/sota/handover-detection-on-kidney-transplant-procedure-dataset-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-10T07:28:45.660Z

Evaluation of Handover Detection performance on the test split of the Kidney Transplant Procedure Dataset, reporting Precision, Recall, and 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 | Handover Detection |
| Dataset (including any stated split) | Kidney Transplant Procedure Dataset (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/handover-detection-on-kidney-transplant-procedure-dataset-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/handover-detection-on-kidney-transplant-procedure-dataset-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/handover-detection-on-kidney-transplant-procedure-dataset-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| Single-task ViT–LSTM | 97 | Not recorded | 69d883e57d0172140ec7784b |
| VideoMamba | 82 | Not recorded | 69d883e57d0172140ec7784b |
| Multi-task ViT–LSTM | 81 | Not recorded | 69d883e57d0172140ec7784b |

### Single-task ViT–LSTM

Precision: 97. Result ID: 69d8a62647f34ce924c12574.

[Reporting paper](<https://www.sota2.com/research/paper/69d883e57d0172140ec7784b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883e57d0172140ec7784b.md>)

Recorded evaluation configuration: {"temporal input":"8 sampled frames per sequence"}. This record does not assert independent reproduction.

### VideoMamba

Precision: 82. Result ID: 69d8a62647f34ce924c12575.

[Reporting paper](<https://www.sota2.com/research/paper/69d883e57d0172140ec7784b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72831e209131cea56ea1.md>)

[Implementation](<https://github.com/OpenGVLab/VideoMamba>)

Recorded evaluation configuration: {"temporal input":"8 sampled frames per sequence"}. This record does not assert independent reproduction.

### Multi-task ViT–LSTM

Precision: 81. Result ID: 69d8a62647f34ce924c12573.

[Reporting paper](<https://www.sota2.com/research/paper/69d883e57d0172140ec7784b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883e57d0172140ec7784b.md>)

Recorded evaluation configuration: {"temporal input":"8 sampled frames per sequence"}. This record does not assert independent reproduction.

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