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

69.8Subject 1 T-1 Retrieval Rate

SAMGA

Updated 1mo ago

Evaluation Results

Method
SAMGA 2026.04	69.8	-	71.7	-	50.7	-	66.7	-	64.3	-	67.7	-	61	-	59.5	-	57	-	79.4	-	-	64.8	64.8
Shallow 2026.04	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-Bridge 2026.04	52.4	-	49.3	-	36.5	-	45.3	-	37.7	-	55	-	45.1	-	44.9	-	36.5	-	56.3	-	-	45.9	45.9
SAMGA 2026.04	36.3	-	42.2	-	24.7	-	34	-	30	-	35.2	-	35.1	-	28.7	-	28.1	-	49.6	-	34.4	-	34.4
UBP 2026.04	29.7	-	40	-	27	-	32.3	-	33.8	-	31	-	23.8	-	32.2	-	40.5	-	43.5	-	-	33.4	33.4
ATM 2026.04	26.8	-	24.8	-	33.8	-	39.4	-	23.9	-	35.8	-	43.5	-	40.3	-	22.7	-	46.5	-	-	33.8	33.8
Shallow 2026.04	24.6	-	31.3	-	11.4	-	19.9	-	19	-	24.1	-	18.6	-	17.6	-	23.3	-	34.6	-	22.4	-	22.4
Neuro-Bridge 2026.04	23.2	-	21.2	-	13.2	-	17	-	14.5	-	25	-	15.3	-	20.1	-	13.7	-	27.2	-	19	-	19
NeuroBridge 2026.05	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	-
NICE 2026.04	22.8	-	20.5	-	22.3	-	20.7	-	18.3	-	22.2	-	19.7	-	22	-	17.6	-	28.3	-	-	21.4	21.4
SIMON 2026.05	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	-
HyFI 2026.03	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	-
HyFI 2026.05	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	-
UBP 2026.03	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	-
UBP 2026.04	11.5	-	15.5	-	9.8	-	13	-	8.8	-	11.7	-	10.2	-	12.2	-	15.5	-	16	-	12.4	-	12.4
UBP 2026.05	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-S 2026.03	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	-
ATM 2026.04	10.5	-	7.1	-	11.9	-	14.7	-	7	-	11.1	-	16.1	-	15	-	4.9	-	20.5	-	11.9	-	11.9
ATM-S 2026.05	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	-
NICE 2026.03	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	-
NICE 2026.04	7.6	-	5.9	-	6	-	6.3	-	4.4	-	5.6	-	5.6	-	6.3	-	5.7	-	8.4	-	6.2	-	6.2
NICE 2026.05	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-G 2026.03	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-G 2026.05	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	-
BraVL 2026.03	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	-
BraVL 2026.05	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	-