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Papers Benchmarks Datasets Tasks

Heart Rate estimation research benchmarks – Page 3 · SOTA2 Research

Heart Rate estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Free-living dataset

Pixel Watch 2 HR inference model

0.45Bias

6

Jun 23, 2026

6.01MAE

6

Mar 6, 2026

0.74MAE

6

Feb 26, 2026

Static All-Level Mix (val)

0.79MAE

5

Jun 11, 2026

UBFC-PHYS MP4-500k (N=40)

-0.9Delta MAE

5

Jun 4, 2026

UBFC-PHYS MP4-200k (N=40)

-0.42Delta MAE

5

Jun 4, 2026

UBFC-PHYS MP4-85k (N=40)

PatchAvg_Bandpass

-0.57Delta MAE

5

Jun 4, 2026

UBFC-PHYS H.265 GOP15 (N=40)

-1.74Delta MAE

5

Jun 4, 2026

UBFC-PHYS H.265 intra (N=40)

-2.73Delta MAE

5

Jun 4, 2026

UBFC-PHYS H.264 GOP15 (N=40)

-1.43Delta MAE

5

Jun 4, 2026

UBFC-PHYS H.264 intra (N=40)

-1.15Delta MAE

5

Jun 4, 2026

UBFC-PHYS JPG-30 (N=40)

-2.04∆MAE

5

Jun 4, 2026

UBFC-PHYS JPG-50 (N=40)

-1.9Delta MAE

5

Jun 4, 2026

UBFC-PHYS YUV (N=40)

-0.89Delta MAE

5

Jun 4, 2026

UBFC-PHYS (N=40)

P-SpatialTemporal

-1.49Delta MAE

5

Jun 4, 2026

11.25MAE (BPM)

5

Feb 26, 2026

V4V (intra-dataset)

1.16MAE

4

Jun 11, 2026

Multi-wavelength PPG Red

Proposed PPG Foundation Model

10.8MAE

3

Jun 8, 2026

Multi-wavelength PPG Infrared

Proposed PPG Foundation Model

9.82MAE

3

Jun 8, 2026

Multi-wavelength PPG Green

Proposed PPG Foundation Model

7.61MAE

3

Jun 8, 2026

Proposed PPG Foundation Model

3.8MAE

3

Jun 8, 2026

MMPD Type 6 skin tone

5.73MAE (BPM)

3

Mar 6, 2026

MMPD Type 5 skin tone

4.99MAE

3

Mar 6, 2026

MMPD Type 4 skin tone

4.73MAE

3

Mar 6, 2026

4.96MAE

3

Mar 6, 2026

Page 3 of 4

Popular datasets

MMPD UBFC-PHYS UBFC-rPPG PURE UBFC

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