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SpO2 estimation

3 papers with code · 3 benchmarks · 1 dataset archive 2025-07-28

SpO2 estimation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 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
BIDMC (2 rows)	Liquid-S4	Liquid Structural State-Space Models	code	—	Compare
MTHS (1 row)	Residual FCN	Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones	code	—	Compare
Video recordings of fingertip under mobile phone fla (1 row)	Linear Regression	Physiological Parameter Monitoring from Optical Recordings with a...	—	—	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.

MTHS

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Biomedical Information Retrieval

Most implemented papers archive 2025-07-28

3 shown of 3 papers with code (7 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.

Efficient Deep Learning-based Estimation of the Vital Signs on Smartphones

13 Apr 2022 2 repositories listed

Concerning the need for continuous monitoring of vital signs, especially for the elderly or those with certain types of diseases, the development of algorithms that can estimate vital signs using smartphones has…
Summit Vitals: Multi-Camera and Multi-Signal Biosensing at High Altitudes

28 Sep 2024 1 repository listed

Video photoplethysmography (vPPG) is an emerging method for non-invasive and convenient measurement of physiological signals, utilizing two primary approaches: remote video PPG (rPPG) and contact video PPG (cPPG).
Liquid Structural State-Space Models

26 Sep 2022 1 repository listed

A proper parametrization of state transition matrices of linear state-space models (SSMs) followed by standard nonlinearities enables them to efficiently learn representations from sequential data, establishing the…

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