Cardiac Phenotype Prediction on UKB dataset (test) benchmark leaderboard · SOTA2 Research

Cardiac Phenotype Prediction on UKB dataset (test)

9.23LVEDV MAETGV

Evaluation Results

Method	Links
TGV2025.03		9.23	—	3.18	—	—	—	7.39	—	—	4.86	2.95	5.2
SimCLR2025.03		9.82	—	3.49	—	—	—	8.25	—	—	5.25	3.18	6.06
MMCL2025.03		9.95	—	3.27	—	—	—	7.47	—	—	5.63	3.12	5.51
ECGFlowCMR2026.01		9.97	0.821	3.32	0.442	5.84	0.844	11.32	0.834	0.499	—	—	—
ECGFlowCMR2026.01		10.19	0.812	3.39	0.441	5.92	0.836	11.53	0.821	0.482	—	—	—
ResNet502025.03		10.27	—	4.31	—	—	—	8.55	—	—	5.59	3.81	6.44
BYOL2025.03		10.31	—	3.99	—	—	—	7.99	—	—	5.74	3.39	5.96
ECGFlowCMR2026.01		10.4	0.806	3.41	0.436	6.14	0.828	11.92	0.809	0.47	—	—	—
EchoPulse2026.01		10.44	0.804	3.36	0.435	6.04	0.826	11.79	0.811	0.471	—	—	—
CardioNets2026.01		10.65	0.798	3.38	0.434	6.17	0.821	11.84	0.808	0.465	—	—	—
EchoPulse2026.01		10.69	0.795	3.4	0.433	6.14	0.821	11.89	0.806	0.463	—	—	—
CardioNets2026.01		10.82	0.791	3.43	0.429	6.24	0.817	12.04	0.803	0.459	—	—	—
EchoPulse2026.01		10.83	0.785	3.44	0.427	6.25	0.818	12.16	0.802	0.454	—	—	—
CardioNets2026.01		10.97	0.782	3.47	0.423	6.32	0.814	12.25	0.799	0.451	—	—	—
Barlow Twins2025.03		11.01	—	3.57	—	—	—	8.35	—	—	6.12	3.39	6.14
SimSiam2025.03		11.09	—	3.93	—	—	—	8.52	—	—	6.59	3.43	5.89
VideoGPT2026.01		11.13	0.778	3.47	0.42	6.39	0.809	12.42	0.791	0.45	—	—	—
ModelScopeT2V2026.01		11.18	0.775	3.42	0.425	6.31	0.815	12.2	0.797	0.456	—	—	—
VideoGPT2026.01		11.2	0.773	3.54	0.415	6.48	0.805	12.47	0.786	0.445	—	—	—
VideoGPT2026.01		11.24	0.774	3.51	0.417	6.44	0.806	12.49	0.789	0.447	—	—	—
ModelScopeT2V2026.01		11.25	0.773	3.45	0.421	6.35	0.812	12.27	0.795	0.452	—	—	—
ModelScopeT2V2026.01		11.28	0.771	3.51	0.418	6.51	0.808	12.4	0.79	0.443	—	—	—
MAE2026.01		11.35	0.769	3.67	0.412	6.67	0.801	12.62	0.784	0.441	—	—	—
ViT2026.01		11.52	0.772	3.75	0.367	7.56	0.763	13.14	0.77	0.417	—	—	—
TGV2025.03		13.63	—	4.08	—	—	—	12.43	—	—	7.64	3.98	8.18
MMCL2025.03		15.12	—	4.48	—	—	—	13.7	—	—	8.74	4.55	9.54
SimCLR2025.03		23.26	—	4.72	—	—	—	21.89	—	—	13.01	4.71	13.48
Barlow Twins2025.03		27.17	—	4.9	—	—	—	25.98	—	—	16.54	4.97	16.52
SimSiam2025.03		27.46	—	4.93	—	—	—	25.62	—	—	16.04	4.94	16.14
BYOL2025.03		27.81	—	4.92	—	—	—	26.29	—	—	16.43	4.95	16.19
Mean-Guess2025.03		29.54	—	4.81	—	—	—	26.73	—	—	17.85	4.73	17.85