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Object Detection on Comic2k (test)

73.65mAP

XL Model w/ All Images

Updated 2d ago

Evaluation Results

Method
XL Model w/ All Images 2022.11	73.65	-	-	-	-	-	-	-
Train w/ All Images 2022.11	71.66	-	-	-	-	-	-	-
Train w/ 512 Images 2022.11	71.05	-	-	-	-	-	-	-
Inoue et al. 2022.11	70.1	-	-	-	-	-	-	-
Train w/ 256 Images 2022.11	69.96	-	-	-	-	-	-	-
Train w/ 64 Images 2022.11	68.36	-	-	-	-	-	-	-
Teacher-Student 2022.11	67.41	-	-	-	-	-	-	-
H2FA R-CNN 2022.11	66.8	-	-	-	-	-	-	-
DASS-Detector 2023.09	64.2	-	-	-	-	-	-	-
Inoue et al. 2022.11	57.3	-	-	-	-	-	-	-
All Styles 2022.11	56.8	-	-	-	-	-	-	-
D-adapt 2022.11	53.5	-	-	-	-	-	-	-
Ideal case 2018.03	46.4	55.9	26.8	40.4	42.3	43	70.1	-
H2FA R-CNN 2023.09	46.4	-	-	-	-	-	-	-
MILA 2023.09	44.6	59.1	28.5	49.8	28.3	35.7	66.3	-
Oracle 2023.09	44.6	44.2	35.3	31.9	46.2	40.9	70.9	-
CLIP the gap 2023.09	43.4	-	-	-	-	-	-	-
DT+PL (+extra) 2018.03	42.2	56.6	24	40.7	35.8	39	57.3	-
PLGE 2023.09	41.7	-	-	-	-	-	-	-
D-Adapt 2023.09	40.5	52.4	25.4	42.3	43.7	25.7	53.5	-
DT+PL 2018.03	37.2	55.2	18.5	38.2	22.9	34.1	54.5	-
ICCM 2023.09	37.1	-	-	-	-	-	-	-
PL (+extra) 2018.03	36.9	53.4	19	35	30	30.5	53.7	-
Ours 2019.05	34.5	-	-	-	-	-	-	-
MCAR 2020.03	33.5	47.9	20.5	37.4	20.6	24.5	50.2	-
MCAR 2023.09	33.5	-	-	-	-	-	-	-
MCAR 2023.09	33.5	49.7	20.5	37.4	20.6	24.5	53.6	-
TADP TextualInversion 2023.09	33.2	-	-	-	-	-	-	57.4
PL 2018.03	32.9	52.9	13.7	35.3	16.2	28.9	50.8	-
TADP DreamBooth 2023.09	32.9	-	-	-	-	-	-	56.9
MCAR 2020.03	32.6	40.9	22.5	30.3	23.7	24.7	53.6	-
TADP UnrelatedDomain 2023.09	32	-	-	-	-	-	-	55.9
TADP simple 2023.09	31.9	-	-	-	-	-	-	56.6
TADP Nearby Domain 2023.09	31.8	-	-	-	-	-	-	56.4
TADP null 2023.09	31.1	-	-	-	-	-	-	57.4
I3Net 2021.03	30.1	47.5	19.9	33.2	11.4	19.4	49.1	-
DT 2018.03	29.8	43.6	13.6	30.2	16	26.9	48.3	-
SW-DA 2020.03	29.4	36.4	21.8	29.8	15.1	23.5	49.6	-
SWADA 2023.09	29.4	36.4	21.8	29.8	15.1	23.5	49.6	-
I3Net 2021.03	28.9	47.1	14.5	32.3	7.1	20.3	51.8	-
I3Net 2021.03	28.5	44.2	14	35.1	6.5	19.3	51.7	-
I3Net 2021.03	28.3	45	12.1	33.9	8	20.1	50.5	-
HTCN+ 2021.03	27.8	50.3	15	27.1	9.4	18.9	46.2	-
SWDA+ 2021.03	27.6	47.4	12.9	29.5	12.7	19.1	44.1	-
BSR+WST 2021.03	26.8	50.6	13.6	31	7.5	16.4	41.4	-
BSR 2021.03	25.5	45.2	15.8	26.3	9.9	15.8	39.7	-
WST 2021.03	25.4	45.7	9.3	30.4	9.1	10.9	46.9	-
Ensemble 2018.03	25.3	44	10	19.4	14.5	20.7	42.9	-
Baseline 2018.03	24.9	43.9	10	19.4	12.9	20.3	42.6	-
ADDA 2018.03	23.8	39.5	9.8	17.2	12.7	20.4	43.3	-
ADDA 2023.09	23.8	-	-	-	-	-	-	-
DT 2019.05	23.5	-	-	-	-	-	-	-
DAF 2019.05	23.2	-	-	-	-	-	-	-
DANN 2021.03	22.5	33.3	11.3	19.7	13.4	19.6	37.4	-
Source Only 2021.03	21.9	43.3	9.4	23.6	9.8	10.9	34.2	-
Baseline 2019.05	21.4	-	-	-	-	-	-	-
DA-Faster 2020.03	21.2	31.1	10.3	15.5	12.4	19.3	39	-
DA-Faster 2023.09	21.2	31.1	10.3	15.5	12.4	19.3	39	-
Source-only 2020.03	19.7	32.5	12	21.1	10.4	12.4	29.9	-
Source 2023.09	19.7	32.5	12	21.1	10.4	12.4	29.9	-
WSDDN 2018.03	5.6	1.5	0.1	11.9	6.9	1.4	12.1	-
CLNet 2018.03	3.8	0	0	2	4.7	1.2	14.9	-
Detic 2024.01	-	-	-	-	-	-	-	51.2
MT 2024.01	-	-	-	-	-	-	-	49.8
MT 2024.01	-	-	-	-	-	-	-	51.1
SHOT 2024.01	-	-	-	-	-	-	-	50.4
SHOT 2024.01	-	-	-	-	-	-	-	52.1
SFOD 2024.01	-	-	-	-	-	-	-	50.1
SFOD 2024.01	-	-	-	-	-	-	-	51.8
HCL 2024.01	-	-	-	-	-	-	-	52.3
HCL 2024.01	-	-	-	-	-	-	-	53.7
IRG-SFDA 2024.01	-	-	-	-	-	-	-	50.4
IRG-SFDA 2024.01	-	-	-	-	-	-	-	52
KGD 2024.01	-	-	-	-	-	-	-	55.6
SWDA 2024.05	-	-	-	-	-	-	-	27.4
DBGL 2024.05	-	-	-	-	-	-	-	29.7
DivAlign 2024.05	-	-	-	-	-	-	-	32.2