Task leaderboard

Rppg hr

Last updated Nov 12, 2026

Task leaderboard

Rppg hr

DatasetMetric

Rppg hr: mmpd intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	LQ-rPPG Evaluation details Evaluation protocol not specified in this record.	2.67
2	StreamPPG Evaluation details Evaluation protocol not specified in this record.	3.39
3	PhysVR Evaluation details Evaluation protocol not specified in this record.	3.92
4	FreqPhys Evaluation details Evaluation protocol not specified in this record.	4.2
5	PhysLLM Evaluation details Evaluation protocol not specified in this record.	4.36
6	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	4.78

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method’s evaluation details before comparing.

Recent changes

Nov 12, 2026
New entry: FreqPhys, 0.43
Rppg hr: pure → ubfc-rppg: HR MAE
Nov 12, 2026
New entry: FreqPhys, 0.95
Rppg hr: ubfc-rppg → pure: HR MAE
Nov 12, 2026
New entry: FreqPhys, 10.11
Rppg hr: pure → mmpd: HR MAE
Nov 12, 2026
New entry: FreqPhys, 3.79
Rppg hr: vipl-hr intra: HR MAE
Nov 12, 2026
New entry: FreqPhys, 4.2
Rppg hr: mmpd intra: HR MAE
Nov 12, 2026
New entry: FreqPhys, 8.91
Rppg hr: ubfc-rppg → mmpd: HR MAE

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 (42 benchmarks)

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

BUAA-MIHR intra: HR MAE

Rppg hr: BUAA-MIHR intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	0.42
2	FreqPhys Evaluation details Evaluation protocol not specified in this record.	1.13
3	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	5.89
4	PhysLLM Evaluation details Evaluation protocol not specified in this record.	6.48

COHFACE intra: HR MAE

Rppg hr: COHFACE intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	LQ-rPPG Evaluation details Evaluation protocol not specified in this record.	0.3
2	StreamPPG Evaluation details Evaluation protocol not specified in this record.	0.71

PURE intra: HR MAE

Rppg hr: PURE intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	0.14
2	FreqPhys Evaluation details Evaluation protocol not specified in this record.	0.17
3	PhysLLM Evaluation details Evaluation protocol not specified in this record.	0.17
4	LQ-rPPG Evaluation details Evaluation protocol not specified in this record.	0.18
5	StreamPPG Evaluation details Evaluation protocol not specified in this record.	0.2

UBFC-rPPG intra: HR MAE

Rppg hr: UBFC-rPPG intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	LQ-rPPG Evaluation details Evaluation protocol not specified in this record.	0.14
2	StreamPPG Evaluation details Evaluation protocol not specified in this record.	0.14
3	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	0.15
4	FreqPhys Evaluation details Evaluation protocol not specified in this record.	0.17
5	PhysLLM Evaluation details Evaluation protocol not specified in this record.	0.21

V4V intra: HR MAE

Rppg hr: V4V intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	LQ-rPPG Evaluation details Evaluation protocol not specified in this record.	0.73

COHFACE: HR MAE

Rppg hr: COHFACE, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	Reliability-Guided Video Token Learning for… Reliability-Guided Video Token Learning for contactless HR + RR with uncertainty (CIKM 2026) Evaluation details Evaluation protocol not specified in this record.	3.34

IMVIA-NIR: HR MAE

Rppg hr: IMVIA-NIR, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	Reliability-Guided Video Token Learning for… Reliability-Guided Video Token Learning for contactless HR + RR with uncertainty (CIKM 2026) Evaluation details Evaluation protocol not specified in this record.	4.71

mcd-rppg stress: HR MAE

Rppg hr: mcd-rppg stress, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	VitalsSight Evaluation details Evaluation protocol not specified in this record.	17.231

mmpd intra: HR MAE

Rppg hr: mmpd intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	LQ-rPPG Evaluation details Evaluation protocol not specified in this record.	2.67
2	StreamPPG Evaluation details Evaluation protocol not specified in this record.	3.39
3	PhysVR Evaluation details Evaluation protocol not specified in this record.	3.92
4	FreqPhys Evaluation details Evaluation protocol not specified in this record.	4.2
5	PhysLLM Evaluation details Evaluation protocol not specified in this record.	4.36
6	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	4.78

mmpd intra 5-fold: HR MAE

Rppg hr: mmpd intra 5-fold, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	5.58

mr-nirp MR-NIRP-Car intra: HR MAE

Rppg hr: mr-nirp MR-NIRP-Car intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FreqPhys Evaluation details Evaluation protocol not specified in this record.	5.75

mr-nirp NIRP-DRV intra: HR MAE

Rppg hr: mr-nirp NIRP-DRV intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	2.56

mr-nirp NIRP-IND intra: HR MAE

Rppg hr: mr-nirp NIRP-IND intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	0.38

mr-nirp → vipl-hr: HR MAE

Rppg hr: mr-nirp → vipl-hr, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	3.92

others → buaa-mihr: HR MAE

Rppg hr: others → buaa-mihr, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysLLM Evaluation details Evaluation protocol not specified in this record.	6.01

others → buaa-mihr (leave-one-out): HR MAE

Rppg hr: others → buaa-mihr (leave-one-out), HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	2.56

others → mmpd (leave-one-out): HR MAE

Rppg hr: others → mmpd (leave-one-out), HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	10.33

others → pure (leave-one-out): HR MAE

Rppg hr: others → pure (leave-one-out), HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	2.86

others → ubfc-rppg (leave-one-out): HR MAE

Rppg hr: others → ubfc-rppg (leave-one-out), HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	10.04

pure intra 5-fold: HR MAE

Rppg hr: pure intra 5-fold, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.26

pure → mmpd: HR MAE

Rppg hr: pure → mmpd, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	8.45
2	FreqPhys Evaluation details Evaluation protocol not specified in this record.	10.11
3	StreamPPG Evaluation details Evaluation protocol not specified in this record.	10.42

pure → ubfc-rppg: HR MAE

Rppg hr: pure → ubfc-rppg, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	StreamPPG Evaluation details Evaluation protocol not specified in this record.	0.33
2	FreqPhys Evaluation details Evaluation protocol not specified in this record.	0.43
3	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.48

pure → vitalvideos-worldwide: HR MAE

Rppg hr: pure → vitalvideos-worldwide, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.9

pure+ubfc-rppg → buaa-mihr: HR MAE

Rppg hr: pure+ubfc-rppg → buaa-mihr, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	2.91

pure+ubfc-rppg → mmpd: HR MAE

Rppg hr: pure+ubfc-rppg → mmpd, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PHASE-Net Evaluation details Evaluation protocol not specified in this record.	9.76
2	PhysLLM Evaluation details Evaluation protocol not specified in this record.	9.95

rlap → mmpd: HR MAE

Rppg hr: rlap → mmpd, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	5.3

rlap → pure: HR MAE

Rppg hr: rlap → pure, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.24

rlap → ubfc-rppg: HR MAE

Rppg hr: rlap → ubfc-rppg, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.43

rlap → vitalvideos-worldwide: HR MAE

Rppg hr: rlap → vitalvideos-worldwide, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.77

rPPG-10: HR MAE

Rppg hr: rPPG-10, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	VitalsSight Evaluation details Evaluation protocol not specified in this record.	7.136

ubfc-phys S1–S14: HR MAE

Rppg hr: ubfc-phys S1–S14, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	VitalsSight Evaluation details Evaluation protocol not specified in this record.	12.722

ubfc-rppg Dataset 1 LOSO: HR MAE

Rppg hr: ubfc-rppg Dataset 1 LOSO, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FusionPhys Evaluation details Evaluation protocol not specified in this record.	1.38

ubfc-rppg Dataset 2 held-out 6 subjects: HR MAE

Rppg hr: ubfc-rppg Dataset 2 held-out 6 subjects, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FusionPhys Evaluation details Evaluation protocol not specified in this record.	2.37

ubfc-rppg intra 5-fold: HR MAE

Rppg hr: ubfc-rppg intra 5-fold, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.46

ubfc-rppg subject-disjoint: HR MAE

Rppg hr: ubfc-rppg subject-disjoint, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	VitalsSight Evaluation details Evaluation protocol not specified in this record.	1.646

ubfc-rppg → mmpd: HR MAE

Rppg hr: ubfc-rppg → mmpd, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FreqPhys Evaluation details Evaluation protocol not specified in this record.	8.91
2	StreamPPG Evaluation details Evaluation protocol not specified in this record.	9.29

ubfc-rppg → pure: HR MAE

Rppg hr: ubfc-rppg → pure, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FreqPhys Evaluation details Evaluation protocol not specified in this record.	0.95
2	StreamPPG Evaluation details Evaluation protocol not specified in this record.	2.0

ubfc-rppg+pure+buaa-mihr → mmpd: HR MAE

Rppg hr: ubfc-rppg+pure+buaa-mihr → mmpd, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysLLM Evaluation details Evaluation protocol not specified in this record.	12.2

vipl-hr intra: HR MAE

Rppg hr: vipl-hr intra, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	3.59
2	FreqPhys Evaluation details Evaluation protocol not specified in this record.	3.79

vipl-hr → mr-nirp NIRP-DRV: HR MAE

Rppg hr: vipl-hr → mr-nirp NIRP-DRV, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	5.14

vipl-hr → mr-nirp NIRP-IND: HR MAE

Rppg hr: vipl-hr → mr-nirp NIRP-IND, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	PhysVR Evaluation details Evaluation protocol not specified in this record.	1.34

vitalvideos-worldwide intra 5-fold: HR MAE

Rppg hr: vitalvideos-worldwide intra 5-fold, HR MAE. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	HR MAE↓ Lower is better
1	FacePhys Evaluation details Evaluation protocol not specified in this record.	0.64