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Heart Rate Estimation on UBFC-rPPG

0.15MAE (BPM)

PHASE-Net

Updated 5d ago

Evaluation Results

Method
PHASE-Net 2026.04	0.15	0.53	0.99
FreqPhys 2026.04	0.17	0.41	1
Contrast-Phys+ 2025.05	0.21	0.8	0.99
PhysLLM 2025.05	0.21	0.57	0.99
Contrast-Phys+ 2026.04	0.21	0.8	0.99
CodePhys 2026.04	0.21	0.26	0.99
PhysLLM 2026.04	0.21	0.57	0.99
PhysDiff 2026.04	0.33	0.57	1
Dual-GAN 2026.04	0.44	0.67	0.99
DualGAN 2026.04	0.44	0.67	0.99
RIS-iPPG 2026.04	0.47	0.8	0.98
Li et al. 2026.03	0.48	0.64	0.99
Li et al. 2026.04	0.48	0.64	1
RhythmFormer 2025.05	0.5	0.78	0.99
Ours 2026.03	0.5	0.86	0.99
PhysFormer 2026.04	0.5	0.71	0.99
RhythmMamba 2026.04	0.5	0.75	0.99
ContrastPhys-100 2026.04	0.5	0.84	0.99
FreqPhys 2026.04	0.57	1.29	0.99
Yue et.al. 2026.03	0.58	0.84	0.99
Yue et al. 2026.04	0.58	0.94	0.99
SiNC 2026.03	0.59	0.83	0.99
RS+rPPG 2026.03	0.62	0.99	0.99
Contrast-Phys 2026.04	0.64	1	0.99
PhysFormer 2025.05	0.92	2.46	0.99
Contrast-phys 2026.03	1	1.4	0.99
EfficientPhys 2026.04	1.14	1.81	0.99
PulseGAN 2026.04	1.19	2.19	0.98
EfficientPhys 2025.05	1.41	1.81	0.99
TS-CAN 2026.04	1.7	2.72	0.99
Gideon et al. 2026.04	1.85	4.28	0.93
Federated 2026.04	2	4.38	0.93
CVD 2026.04	2.19	3.12	0.99
CVD 2026.04	2.19	3.12	0.99
Gideon et al. 2026.03	2.3	2.9	0.99
CHROM 2026.04	2.37	4.91	0.89
CHROM 2026.04	2.37	4.91	0.89
PhysNet 2025.05	2.95	3.67	0.97
PhysNet 2026.04	2.95	3.67	0.97
Gideon 2026.04	3.6	4.6	0.95
POS 2026.04	4.05	8.75	0.78
CHROM 2025.05	4.06	8.83	0.89
POS 2025.05	4.08	7.72	0.92
ICA 2026.04	5.17	11.76	0.65
SynRhythm 2026.04	5.59	6.82	0.72
Meta-rPPG 2025.05	5.97	7.42	0.57
DeepPhys 2026.04	6.27	10.82	0.65
CHROM 2026.04	7.23	8.92	0.51
POS 2026.04	7.35	8.04	0.49
GREEN 2026.04	7.5	14.41	0.62
ICA 2026.04	7.5	14.41	0.62
PHASE-Net 2026.04	10.04	15.56	0.65
PhysFormer 2026.04	10.29	18.13	0.6
EfficientPhys 2026.04	12.87	18.8	0.19
PhysNet 2026.04	13.83	23.66	0.35
RhythmFormer 2026.04	14.71	22.49	0.43
ICA 2025.05	16	25.65	0.44
Green 2025.05	19.73	31	0.37
GREEN 2026.04	19.73	31	0.37