Brain Disorder Classification on ADNI (Five-fold cross-validation) benchmark leaderboard · SOTA2 Research

Brain Disorder Classification on ADNI (Five-fold cross-validation)

93.2AccuracyMuHL

Evaluation Results

Method	Links
MuHL2026.06		93.2	95.4	94.2	94.7	—	—
ALTER2026.06		90.8	93.3	89.6	90.9	—	—
dwHGCN2026.06		90.2	87.2	86.3	86.2	—	—
UniGCNII2026.06		89.6	91.1	88	89.9	—	—
BrainNetTF2026.06		89.4	88.9	84.6	85.8	—	—
GAT2026.06		89.2	92.7	86.6	88.9	—	—
HNHN2026.06		87.3	89.6	85.6	87	—	—
HyBRiD2026.06		86.6	87.5	84.3	84.6	—	—
GCNII2026.06		86.3	91.2	85.8	87.4	—	—
GCN2026.06		85.7	88.1	82.7	83.7	—	—
SGCN2026.06		84	87.6	82.1	83.8	—	—
BrainGB2026.06		83.5	87.1	80.7	82.2	—	—
HGNN2026.06		83.2	84.8	80.7	82.1	—	—
BQN2026.06		81.5	74.3	72.3	72.6	—	—
HyperGT2026.06		81.5	92.1	89	89.9	—	—
IBGNN2026.06		81.4	85.8	82.3	83.3	—	—
DHHNN2026.06		81.1	89	84.5	86.7	—	—
BioBGT2026.06		80.3	79.7	77.3	77.2	—	—
DeCI2026.02		79.56	64.96	63	62.48	78.25	69.65
BrainOOD2026.02		78.78	53.14	51.02	51.09	79.42	62.69
SVM2026.02		75.72	48.27	49.19	48.49	83.7	61.07
ModernTCN2026.02		74.56	53.69	49.87	48.16	65.15	58.29
HyperDrop2026.06		72.3	74.4	65.9	68.6	—	—
BrainNetTF2026.02		71.61	48.3	42.97	41.66	69.97	54.9
TimesNet2026.02		71.19	47.42	46.27	43.76	64.2	54.57
SimMVF2026.02		69.5	48.67	42.52	42.23	58.42	52.27
Leddam2026.02		68.31	50.17	41.75	40.35	56.79	51.47
PSCRAttn2026.02		67.75	46.69	38.74	36.2	57.62	49.4
BrainTGL2026.02		67.58	35.39	38.57	33.92	59.18	46.93
PatchTST2026.02		66.39	39.7	37.65	32.31	53.85	45.98
iTransformer2026.02		66.25	34.7	35.33	30.02	57.33	44.73
Random Forest2026.02		66.14	42.3	35.06	29.91	69.45	48.57
TSMixer2026.02		66	37.52	35.79	30.49	52.15	44.39
TimeMixer2026.02		65.39	34.82	35.52	29.86	52.57	43.63
MVHO2026.02		65.33	37.25	34.26	28.29	51.06	43.24
MDGL2026.02		64.75	22.91	33.36	26.26	50.55	39.57
STAGIN2026.02		64.72	21.57	33.33	26.19	50.17	39.2
BrainGNN2026.06		43.4	31.8	28.3	27	—	—