Non-invasive glucose estimation leaderboard

PPG Signals for Blood Glucose Measurement (Kermani / Mendeley): RMSE (mg/dL)

Name: Kermani / Mendeley RMSE (mg/dL) leaderboard: non-invasive glucose estimation
Creator: ChatPPG

3 reported results for non-invasive glucose estimation on PPG Signals for Blood Glucose Measurement (Kermani / Mendeley), ranked by RMSE (mg/dL). Top reported…

This page ranks every result ChatPPG has recorded for non-invasive glucose estimation on PPG Signals for Blood Glucose Measurement (Kermani / Mendeley), measured by Glucose RMSE (mg/dL) (lower is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

Glucose estimation: PPG Signals for Blood Glucose Measurement (Kermani / Mendeley), Glucose RMSE (mg/dL). Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Glucose RMSE (mg/dL)↓ Lower is better
1	ResNet34-1s ResNet34, 1 s segments (Zeynali et al. 2025) Evaluation details Original paper: trained on VitalDB (random 70/15/15 split), external test on the MUST (Kermani) dataset with 1 s peak-centred segments resampled to 100 Hz (Tables 6-7). Reported as of: 2026-10-16	19.7
2	VGG16-1s VGG16, 1 s segments (Zeynali et al. 2025) Evaluation details Original paper: trained on VitalDB (random 70/15/15 split), external test on the MUST (Kermani) dataset with 1 s peak-centred segments resampled to 100 Hz (Tables 6-7). Reported as of: 2026-10-16	21
3	CNN-LSTM-Att-1s CNN-LSTM-Attention, 1 s segments (Zeynali et al. 2025) Evaluation details Original paper: trained on VitalDB (random 70/15/15 split), external test on the MUST (Kermani) dataset with 1 s peak-centred segments resampled to 100 Hz (Tables 6-7). Reported as of: 2026-10-16	24.4

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-16.

About the dataset

PPG Signals for Blood Glucose Measurement (Kermani / Mendeley)

Subjects: 23
Signals: ppg
Licence: CC BY 4.0

Related leaderboards

Other metrics on PPG Signals for Blood Glucose Measurement (Kermani / Mendeley)

Non-invasive glucose estimation on other datasets

Data and submissions

Download every leaderboard as JSON or CSV. Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite this

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). Kermani / Mendeley RMSE (mg/dL) leaderboard: non-invasive glucose estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/glucose-estimation/ppg-bgl-kermani-rmse-mgdl

BibTeX

@misc{chatppg_glucose_estimation_ppg_bgl_kermani_rmse_mgdl,
  author       = {{ChatPPG}},
  title        = {{Kermani / Mendeley RMSE (mg/dL) leaderboard: non-invasive glucose estimation}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/glucose-estimation/ppg-bgl-kermani-rmse-mgdl}},
  note         = {ChatPPG Research Hub}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this resource, please cite it as below."
type: dataset
title: "Kermani / Mendeley RMSE (mg/dL) leaderboard: non-invasive glucose estimation"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/glucose-estimation/ppg-bgl-kermani-rmse-mgdl"
date-released: "2026-10-16"