Browse State-of-the-Art › Surgical Skills Evaluation
Surgical Skills Evaluation
3 papers with code · 2 benchmarks · 1 dataset archive 2025-07-28
The task is to classify surgical skills using data that is recorded during the surgical intervention.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| JIGSAWS (2 rows) | CNN | Evaluating surgical skills from kinematic data using convolutional... | code | — | Compare |
| MISTIC-SIL (1 row) | Bidir. LSTM | Recognizing Surgical Activities with Recurrent Neural Networks | code | — | Compare |
Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.
Libraries
Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.
Datasets archive 2025-07-28
1 dataset whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
No subtask under this task in the archive's task tree.
Most implemented papers archive 2025-07-28
3 shown of 3 papers with code (3 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.
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20 Aug 2019 1 repository listedThe method is validated on the JIGSAWS dataset for two surgical skills evaluation tasks: classification and regression.
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6 Mar 2019 1 repository listedIn contrast, we investigate a method for automatic, objective skill assessment that requires video data only.
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7 Jun 2018 1 repository listedThe need for automatic surgical skills assessment is increasing, especially because manual feedback from senior surgeons observing junior surgeons is prone to subjectivity and time consuming.
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