Object Detection on FoggyCityscapes 1.0 (val) benchmark leaderboard · SOTA2 Research

Object Detection on FoggyCityscapes 1.0 (val)

56.5AP (person)UMT

Evaluation Results

Method	Links
UMT2022.03		56.5	37.3	48.6	30.4	33	46.7	46.8	34.1	41.7
oracle2022.03		50.1	46.4	68	33.7	54.5	38.7	30.7	39.7	45.2
oracle2022.03		46.6	45.4	66.1	33.6	54.1	62.9	29	37.1	46.9
oracle2022.03		46.5	51.3	65.2	32.6	49.9	34.2	39.6	45.8	45.6
SFA2021.07		46.5	48.6	62.6	25.1	46.2	29.4	28.3	44	41.3
MGADA2022.03		45.7	47.5	60.6	31	52.9	44.5	29	38	43.6
SST-AL2022.03		45.1	47.4	59.4	24.5	50	25.7	26	38.7	39.6
EPM2021.07		44.2	46.6	58.5	24.8	45.2	29.1	28.6	34.6	39
MGADA2022.03		43.9	49.6	60.6	29.6	50.7	39	38.3	42.8	44.3
CFFA2022.03		43.2	37.4	52.1	34.7	34	46.9	29.9	30.8	38.6
MGADA2022.03		43.1	47.3	61.5	30.2	53.2	50.3	27.9	36.9	43.8
CFA2022.03		41.9	38.7	56.7	22.6	41.5	26.8	24.6	35.5	36
CFA2022.03		41.5	43.6	57.1	29.4	44.9	39.7	29	36.1	40.2
SAPNet2022.03		40.8	46.7	59.8	24.3	46.8	37.5	30.4	40.7	40.9
CDG2022.03		38	47.4	53.1	34.2	47.5	41.1	38.3	38.9	42.3
MEGA-CDA2022.03		37.7	49	52.4	25.4	49.2	46.9	34.5	39	41.8
Deformable DETR2021.07		37.7	39.1	44.2	17.2	26.8	5.8	21.6	35.5	28.5
FCOS2021.07		36.9	36.3	44.1	18.6	29.3	8.4	20.3	31.9	28.2
CDN2022.03		35.8	45.7	50.9	30.1	42.5	29.8	30.8	36.5	36.6
ATF2022.03		34.6	46.5	49.2	23.5	43.1	29.2	33.2	39	37.3
SFOD-Masoic-Defoggy2022.03		34.1	44.4	51.9	30.4	41.8	25.7	30.3	37.2	37
CR-SW2021.07		34.1	44.3	53.5	24.4	44.8	38.1	26.8	34.9	37.6
SCDA2021.07		33.8	42.1	52.1	26.8	42.5	26.5	29.2	34.5	35.9
SC-DA2022.03		33.5	38	48.5	26.5	39	23.3	28	33.6	33.8
PD2022.03		33.1	43.4	49.6	22	45.8	32	29.6	37.1	36.6
SW-Faster-ICR-CCR2022.03		32.9	43.8	49.2	27.2	45.1	36.4	30.3	34.6	37.4
GPA2022.03		32.9	46.7	54.1	24.7	45.7	41.1	32.4	38.7	39.5
GPA2021.07		32.9	46.7	54.1	24.7	45.7	41.1	32.4	38.7	39.5
CST2022.03		32.7	44.4	50.1	21.7	45.6	25.4	30.1	36.8	35.9
DivMatch2021.07		31.8	40.5	51	20.9	41.8	34.3	26.6	32.4	34.9
SWDA2021.07		31.8	44.3	48.9	21	43.8	28	28.9	35.8	35.3
SCL2022.03		31.6	44	44.8	30.4	41.8	40.7	33.6	36.2	37.9
DAM2022.03		30.8	40.5	44.3	27.2	38.4	34.5	28.4	32.2	34.6
MOTR2022.03		30.6	41.4	44	21.9	38.6	40.6	28.3	35.6	35.1
MTOR2021.07		30.6	41.4	44	21.9	38.6	40.6	28.3	35.6	35.1
CR-DA2021.07		30	41.2	46.1	22.5	43.2	27.9	27.8	34.7	34.2
SW-DA2022.03		29.9	42.3	43.5	24.5	36.2	32.6	30	35.3	34.3
DAF2021.07		29.2	40.4	43.4	19.7	38.3	28.5	23.7	32.7	32
MAF2022.03		28.2	39.5	43.9	23.8	39.9	33.3	29.2	33.9	34
Faster RCNN2021.07		26.9	38.2	35.6	18.3	32.4	9.6	25.8	28.6	26.9
DAF2022.03		25	31	40.5	22.1	35.3	20.2	20	27.1	27.6
Baseline2022.03		17.8	23.6	27.1	11.9	23.8	9.1	14.4	22.8	18.8