Brain-to-image retrieval on THINGS-EEG Inter-subject

69.8Subject 1 T-1 Retrieval RateSAMGA

Updated 6mo ago

Evaluation results

Method
SAMGA2026.04	69.8	—	71.7	—	50.7	—	66.7	—	64.3	—	67.7	—	61	—	59.5	—	57	—	79.4	—	—	64.8	64.8
Shallow2026.04	54.7	—	61.5	—	31.1	—	48.8	—	45.5	—	49.8	—	51.6	—	46.7	—	54.9	—	63.2	—	—	50.8	50.8
Neuro-Bridge2026.04	52.4	—	49.3	—	36.5	—	45.3	—	37.7	—	55	—	45.1	—	44.9	—	36.5	—	56.3	—	—	45.9	45.9
SAMGA2026.04	36.3	—	42.2	—	24.7	—	34	—	30	—	35.2	—	35.1	—	28.7	—	28.1	—	49.6	—	34.4	—	34.4
UBP2026.04	29.7	—	40	—	27	—	32.3	—	33.8	—	31	—	23.8	—	32.2	—	40.5	—	43.5	—	—	33.4	33.4
ATM2026.04	26.8	—	24.8	—	33.8	—	39.4	—	23.9	—	35.8	—	43.5	—	40.3	—	22.7	—	46.5	—	—	33.8	33.8
Shallow2026.04	24.6	—	31.3	—	11.4	—	19.9	—	19	—	24.1	—	18.6	—	17.6	—	23.3	—	34.6	—	22.4	—	22.4
Neuro-Bridge2026.04	23.2	—	21.2	—	13.2	—	17	—	14.5	—	25	—	15.3	—	20.1	—	13.7	—	27.2	—	19	—	19
NeuroBridge2026.05	23.2	52.4	21.2	49.3	13.2	36.5	17	45.3	14.5	37.7	25	55	15.3	45.1	20.1	44.9	13.7	36.5	27.2	56.3	19	45.9	—
NICE2026.04	22.8	—	20.5	—	22.3	—	20.7	—	18.3	—	22.2	—	19.7	—	22	—	17.6	—	28.3	—	—	21.4	21.4
SIMON2026.05	20	49.3	21.7	55.7	13.8	39.7	19.7	50.7	15.3	42.7	23	51.5	18.7	46.7	17.8	48.2	18.7	47.7	27.3	66.8	19.6	49.9	—
HyFI2026.03	16.2	35.8	20	47.7	7.5	26.7	18.8	41.3	9.7	27.5	15.5	33.8	11	34.5	13.2	30.3	13.3	38.8	25.3	55.7	15.1	37.2	—
HyFI2026.05	16.2	35.8	20	47.7	7.5	26.7	18.8	41.3	9.7	27.5	15.5	33.8	11	34.5	13.2	30.3	13.3	38.8	25.3	55.7	15.1	37.2	—
UBP2026.03	11.5	29.7	15.5	40	9.8	27	13	32.3	8.8	33.8	11.7	31	10.2	23.8	12.2	32.2	15.5	40.5	16	43.5	12.4	33.4	—
UBP2026.04	11.5	—	15.5	—	9.8	—	13	—	8.8	—	11.7	—	10.2	—	12.2	—	15.5	—	16	—	12.4	—	12.4
UBP2026.05	11.5	29.7	15.5	40	9.8	27	13	32.3	8.8	33.8	11.7	31	10.2	23.8	12.2	32.2	15.5	40.5	16	43.5	12.4	33.4	—
ATM-S2026.03	10.5	26.8	7.1	24.8	11.9	33.8	14.7	39.4	7	23.9	11.1	35.8	16.1	43.5	15	40.3	4.9	22.7	20.5	46.5	11.8	33.7	—
ATM2026.04	10.5	—	7.1	—	11.9	—	14.7	—	7	—	11.1	—	16.1	—	15	—	4.9	—	20.5	—	11.9	—	11.9
ATM-S2026.05	10.5	26.8	7.1	24.8	11.9	33.8	14.7	39.4	7	23.9	11.1	35.8	16.1	43.5	15	40.3	4.9	22.7	20.5	46.5	11.8	33.7	—
NICE2026.03	7.6	22.8	5.9	20.5	6	22.3	6.3	20.7	4.4	18.3	5.6	22.2	5.6	19.7	6.3	22	5.7	17.6	8.4	28.3	6.2	21.4	—
NICE2026.04	7.6	—	5.9	—	6	—	6.3	—	4.4	—	5.6	—	5.6	—	6.3	—	5.7	—	8.4	—	6.2	—	6.2
NICE2026.05	7.6	22.8	5.9	20.5	6	22.3	6.3	20.7	4.4	18.3	5.6	22.2	5.6	19.7	6.3	22	5.7	17.6	8.4	28.3	6.2	21.4	—
NICE-G2026.03	5.9	21.4	6.4	22.7	5.5	20.1	6.1	21	4.7	19.5	6.2	22.5	5.9	19.1	7.3	25.3	6.2	18.3	6.2	26.3	5.9	21.6	—
NICE-G2026.05	5.9	21.4	6.4	22.7	5.5	20.1	6.1	21	4.7	19.5	6.2	22.5	5.9	19.1	7.3	25.3	6.2	18.3	6.2	26.3	5.9	21.6	—
BraVL2026.03	2.3	8	1.5	6.3	1.9	6.7	2.1	8.1	2.2	7.6	1.6	6.4	2.3	8.5	1.8	7	1.4	5.9	1.7	6.7	1.5	5.6	—
BraVL2026.05	2.3	8	1.5	6.3	1.9	6.7	2.1	8.1	2.2	7.6	1.6	6.4	2.3	8.5	1.8	7	1.4	5.9	1.7	6.7	1.5	5.6	—