Object Detection on KAIST (test) benchmark leaderboard · SOTA2 Research

Object Detection on KAIST (test)

80.8Clean Performance ScoreSTD

Evaluation Results

Method	Links
STD2026.03		80.8	15.9	14.5	11.8	10.1	16.1	52.3	60.5	49.9	32.4
SALC+KGAT2026.03		77.6	71.9	73.2	70.4	69.7	66.4	59.1	65.9	69.1	69.3
Det-AdvProp2026.03		75.1	65.3	63.8	61.7	60.5	55.5	50.5	60	56.5	61
STD2026.03		74.9	10.2	8.7	7.2	5.2	14.5	49.6	54.1	50.4	28.3
MTD+KGAT2026.03		74.7	70.1	67.8	66.2	66	61.8	52.9	64.1	59	64.7
SALC2026.03		74.5	67.9	66.9	63.8	63.4	55.6	53.5	65	57.9	63.2
CWAT2026.03		71.2	63	66.3	64	63.8	56.2	47.1	56	54.1	60.2
CLS2026.03		67.9	59.7	58.2	55.5	54.4	53	40.5	54.6	49.4	54.8
SALC+KGAT2026.03		67.2	57.9	58.2	56.6	57.6	63.7	51.8	62.7	56.5	59.1
MTD2026.03		66.8	58.4	60.9	57.8	56.8	50.6	39.9	56.6	54.6	55.8
STD2026.03		66.2	13.7	12.7	10.5	6.1	13.8	43.7	49.1	41	26.3
LOC2026.03		65.8	55.9	57.9	54.6	53.5	51.2	39.5	54.7	49.1	53.6
SALC+KGAT2026.03		63.8	58.6	60.6	57.5	57.9	54.5	48.8	56.2	54.1	56.9
RobustDet+KGAT2026.03		62.3	35.8	38.2	36	35.6	43.1	39.1	52.9	51.5	43.8
STD2026.03		62.2	8.4	8.2	8.1	7.7	7.9	43.5	49.5	41.1	24.1
SALC2026.03		62	50.7	51.1	50.5	49.4	52.2	41.1	54.4	49.8	51.2
Det-AdvProp2026.03		61.7	53	52.9	50.7	49.9	44.9	41.5	49.8	47	50.2
Det-AdvProp2026.03		61.6	49.2	47.1	46.7	45.9	55.5	38.3	50.8	45.6	49
SALC2026.03		61.4	54.7	54.7	51.4	50.9	45.8	43	53	48.3	51.5
MTD+KGAT2026.03		61	55.7	51.7	52.3	53.6	60.2	44.3	56.3	48.4	53.7
RobustDet2026.03		60.9	31.6	34.5	33.3	33.1	40.7	38	48.7	45.3	40.7
MTD+KGAT2026.03		60.6	57.1	56.4	54.7	55.2	51.9	43.2	52	48.7	53.3
CWAT2026.03		58.8	54.9	54.9	53.6	53.7	52.2	41.8	47.8	40	50.9
CWAT2026.03		57.7	52.4	54.3	52.1	51.3	46.9	39.1	46.1	45.1	49.4
SALC+KGAT2026.03		56.5	35.1	36.6	35.4	35.2	42.7	39	38.1	34.7	39.3
CLS2026.03		55	48.2	46.9	45.4	45.4	42.6	32.7	44.9	41	44.7
MTD2026.03		54.6	48.8	49.7	47.6	47.2	41.7	33	45.6	44.9	45.9
LOC2026.03		54	45.6	46.9	45.1	44.3	41.7	32.2	45	39.6	43.8
SALC2026.03		53.5	32.7	33.8	31.7	32.3	40.2	37	34.7	31.1	36.3
MTD2026.03		51.5	45.9	42.7	41.7	41.6	49.5	38.6	40.4	34.4	42.9
CLS2026.03		51.1	45.5	42.3	42.1	41.5	47.2	37.3	40.5	36	42.6
Det-AdvProp2026.03		47.4	30.5	31.6	30	29.8	38.8	37.4	34.6	30.7	34.5
MTD+KGAT2026.03		47.3	32.5	36.3	32.7	34.2	40.4	37	41.5	39.3	37.9
LOC2026.03		47.3	44.1	37.3	37.1	36.7	44.7	35.5	37.6	33.6	39.3
MTD2026.03		44.9	31.1	31.3	29.6	29.6	33.6	30.5	31.7	28.7	32.3
CWAT2026.03		44.5	31.4	32	31.2	30.6	38.4	34.8	31.7	28.2	33.6
CLS2026.03		43.6	30.6	31.1	28.8	28.7	32.4	30.1	31.6	27.4	31.6
LOC2026.03		39.9	28.3	29.8	28	27.5	33	29.2	30.1	27.3	30.3