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

93.2Accuracy

MuHL

Updated 1mo ago

Evaluation Results

Method	Links
MuHL 2026.06		93.2	95.4	94.2	94.7	-	-
ALTER 2026.06		90.8	93.3	89.6	90.9	-	-
dwHGCN 2026.06		90.2	87.2	86.3	86.2	-	-
UniGCNII 2026.06		89.6	91.1	88	89.9	-	-
BrainNetTF 2026.06		89.4	88.9	84.6	85.8	-	-
GAT 2026.06		89.2	92.7	86.6	88.9	-	-
HNHN 2026.06		87.3	89.6	85.6	87	-	-
HyBRiD 2026.06		86.6	87.5	84.3	84.6	-	-
GCNII 2026.06		86.3	91.2	85.8	87.4	-	-
GCN 2026.06		85.7	88.1	82.7	83.7	-	-
SGCN 2026.06		84	87.6	82.1	83.8	-	-
BrainGB 2026.06		83.5	87.1	80.7	82.2	-	-
HGNN 2026.06		83.2	84.8	80.7	82.1	-	-
BQN 2026.06		81.5	74.3	72.3	72.6	-	-
HyperGT 2026.06		81.5	92.1	89	89.9	-	-
IBGNN 2026.06		81.4	85.8	82.3	83.3	-	-
DHHNN 2026.06		81.1	89	84.5	86.7	-	-
BioBGT 2026.06		80.3	79.7	77.3	77.2	-	-
DeCI 2026.02		79.56	64.96	63	62.48	78.25	69.65
BrainOOD 2026.02		78.78	53.14	51.02	51.09	79.42	62.69
SVM 2026.02		75.72	48.27	49.19	48.49	83.7	61.07
ModernTCN 2026.02		74.56	53.69	49.87	48.16	65.15	58.29
HyperDrop 2026.06		72.3	74.4	65.9	68.6	-	-
BrainNetTF 2026.02		71.61	48.3	42.97	41.66	69.97	54.9
TimesNet 2026.02		71.19	47.42	46.27	43.76	64.2	54.57
SimMVF 2026.02		69.5	48.67	42.52	42.23	58.42	52.27
Leddam 2026.02		68.31	50.17	41.75	40.35	56.79	51.47
PSCRAttn 2026.02		67.75	46.69	38.74	36.2	57.62	49.4
BrainTGL 2026.02		67.58	35.39	38.57	33.92	59.18	46.93
PatchTST 2026.02		66.39	39.7	37.65	32.31	53.85	45.98
iTransformer 2026.02		66.25	34.7	35.33	30.02	57.33	44.73
Random Forest 2026.02		66.14	42.3	35.06	29.91	69.45	48.57
TSMixer 2026.02		66	37.52	35.79	30.49	52.15	44.39
TimeMixer 2026.02		65.39	34.82	35.52	29.86	52.57	43.63
MVHO 2026.02		65.33	37.25	34.26	28.29	51.06	43.24
MDGL 2026.02		64.75	22.91	33.36	26.26	50.55	39.57
STAGIN 2026.02		64.72	21.57	33.33	26.19	50.17	39.2
BrainGNN 2026.06		43.4	31.8	28.3	27	-	-