Task leaderboard

Sleep apnea severity

Last updated Oct 21, 2026

Task leaderboard

Sleep apnea severity

DatasetMetric

1 reported result · Leaderboard page · Dataset details

Sleep apnea severity: MESA Sleep, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-averaged F1↑ Higher is better
1	Dense temporal sleep apnea profiling from single Dense temporal sleep apnea profiling from single-channel PPG with downstream AHI estimation: a large-scale retrospective feasibility study Evaluation details SpO2-assisted SA severity classification from single-channel PPG pipeline; PPG+auxiliary input; macro-F1 95% CI [0.66, 0.76]; accuracy 0.71 [0.67, 0.75] (author-confirmed, 2026-10-21) Weights: not released Reported as of: 2026-10-05	0.71 [0.66, 0.76]

One reported result is available; this is not a multi-method comparison. Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method’s evaluation details before comparing.

Recent changes

Oct 19, 2026
Leaderboard added with 1 result
Sleep apnea severity: MESA Sleep: macro-F1

From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.

All reported results for this task (1 benchmarks)

Rankings apply within each dataset and metric. Open evaluation details for differences in protocols.

MESA Sleep: macro-F1

Sleep apnea severity: MESA Sleep, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Macro-averaged F1↑ Higher is better
1	Dense temporal sleep apnea profiling from single Dense temporal sleep apnea profiling from single-channel PPG with downstream AHI estimation: a large-scale retrospective feasibility study Evaluation details SpO2-assisted SA severity classification from single-channel PPG pipeline; PPG+auxiliary input; macro-F1 95% CI [0.66, 0.76]; accuracy 0.71 [0.67, 0.75] (author-confirmed, 2026-10-21) Weights: not released Reported as of: 2026-10-05	0.71 [0.66, 0.76]