Pulse Rate Estimation on UBFC-rPPG to PURE (test) benchmark leaderboard · SOTA2 Research

Pulse Rate Estimation on UBFC-rPPG to PURE (test)

0.29MAE (BPM)MeshPhys

Evaluation Results

Method	Links
MeshPhys2026.01		0.29	0.86	1
FreqPhys2026.04		0.43	0.79	1
FCUS-rPPG2026.06		0.49	1.24	0.99
RhythmMamba2026.04		0.95	1.83	0.99
FreqPhys2026.04		0.95	3.15	0.99
RhythmFormer2026.01		0.97	3.36	0.99
DeepPhys2026.04		1.21	2.9	0.99
TS-CAN2026.04		1.3	2.87	0.99
PhysFormer2026.04		1.44	3.77	0.98
PhysNet2026.04		1.63	3.79	0.98
RhythmMamba2026.01		1.98	6.51	0.96
RhythmMamba2026.04		1.98	6.51	0.96
EfficientPhys2026.04		2.13	3	0.99
Yue et al.2026.06		2.14	3.37	0.98
Contrast-Phys+2026.06		2.84	11.87	0.87
Gideon20212026.06		2.95	4.6	0.97
PulseGAN2026.06		3.36	5.11	0.95
TS-CAN2026.01		3.69	13.8	0.82
TS-CAN2026.04		3.69	13.8	0.82
TS-CAN2026.06		3.69	13.8	0.82
Spiking-Phys2026.01		3.83	—	0.83
SiNC2026.06		4.02	—	0.86
CHROM2026.01		4.06	8.83	0.89
CHROM2026.04		4.06	8.83	0.89
POS2026.01		4.08	7.72	0.92
ICA2026.04		4.77	16.07	0.72
EfficientPhys2026.01		5.47	17.04	0.71
EfficientPhys2026.04		5.47	17.04	0.71
EfficientPhys2026.06		5.47	17.04	0.71
DeepPhys2026.01		5.54	18.51	0.66
DeepPhys2026.04		5.54	18.51	0.66
DeepPhys2026.06		5.54	18.51	0.66
Greip2026.06		5.7	8.23	0.88
CHROM2026.04		5.77	14.93	0.81
NEST2026.01		6.07	9.06	0.76
NEST2026.06		6.07	9.06	0.76
RhythmNet2026.06		7.39	10.49	0.77
PhysNet2026.01		8.06	19.71	0.61
PhysNet2026.06		8.06	19.71	0.61
PhysNet2026.04		9.36	20.63	0.62
GREEN2026.04		10.09	23.85	0.34
Ma et al.2026.06		11.45	24.78	—
PhysFormer2026.01		12.92	24.36	0.47
PhysFormer2026.04		12.92	24.36	0.47
Physformer2026.06		12.92	24.36	0.47
rPPG-MAE2026.01		13.55	20.27	—
rPPG-MAE2026.06		13.55	20.27	—
Dual-TL2026.01		14.12	23.47	0.23
ICA2026.04		16	25.65	0.44
GREEN2026.04		19.73	21	0.37