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Object Detection on Watercolor2k (test)

89.81mAP (Overall)

XL Model w/ All Images

Updated 2d ago

Evaluation Results

Method
XL Model w/ All Images 2022.11	89.81	-	-	-	-	-	-	-	-
Train w/ All Images 2022.11	89.17	-	-	-	-	-	-	-	-
Train w/ 512 Images 2022.11	77.63	-	-	-	-	-	-	-	-
Inoue et al. 2022.11	77.3	-	-	-	-	-	-	-	-
Train w/ 256 Images 2022.11	73.83	-	-	-	-	-	-	-	-
H2FA R-CNN 2022.11	73.8	-	-	-	-	-	-	-	-
Inoue et al. 2022.11	73.2	-	-	-	-	-	-	-	-
Teacher-Student 2022.11	71.53	-	-	-	-	-	-	-	-
DASS-Detector 2023.09	71.5	-	-	-	-	-	-	-	-
Train w/ 64 Images 2022.11	71.24	-	-	-	-	-	-	-	-
UMT 2022.11	69.9	-	-	-	-	-	-	-	-
D-adapt 2022.11	68.9	-	-	-	-	-	-	-	-
All Styles 2022.11	67.36	-	-	-	-	-	-	-	-
MILA 2023.09	63.7	-	59	58.3	40.6	47.8	79.3	-	97.4
MILA 2023.09	63.7	-	59	58.3	40.6	47.8	79.3	-	97.4
MILA 2023.09	63.7	-	59	58.3	40.6	47.8	79.3	-	97.4
H2FA R-CNN 2023.09	59.9	-	-	-	-	-	-	-	-
AT 2021.11	59.9	-	56.1	58.9	37.3	39.6	73.8	-	93.6
AT† 2023.09	59.9	-	56.1	58.9	37.3	39.6	73.8	-	93.6
AT 2023.09	59.9	-	56.1	58.9	37.3	39.6	73.8	-	93.6
AT 2023.09	59.7	-	57.2	57.2	34.2	36.9	78.5	-	94.3
AT 2023.09	59.7	-	57.2	57.2	34.2	36.9	78.5	-	94.3
AT 2023.09	59.7	-	57.2	57.2	34.2	36.9	78.5	-	94.3
Pseudo-Labeling 2018.03	59.1	84.8	57.7	48	44.9	46.6	72.6	-	-
DT+PL 2018.03	59.1	86.3	57.3	48.5	43	46.5	73.2	-	-
Oracle 2018.12	58.6	83.6	59.4	50.7	43.7	39.5	74.5	-	-
Train-on-Target 2020.03	58.6	83.6	59.4	50.7	43.7	39.5	74.5	-	-
Ideal case 2018.03	58.4	76	60	52.7	41	43.8	77.3	-	-
UMT 2020.03	58.1	88.2	55.3	51.7	39.8	43.6	69.9	-	-
UMT 2023.09	58.1	-	-	-	-	-	-	-	-
UMT 2021.11	58.1	-	55.3	51.7	39.8	43.6	69.9	-	88.2
UMT 2023.09	58.1	-	55.3	51.7	39.8	43.6	69.9	-	88.2
ICCM 2023.09	57.4	-	-	-	-	-	-	-	-
Strong-Weak Domain Alignment 2018.12	56.7	90.5	54.8	49.4	38.6	38.8	67.9	-	-
PLGE 2023.09	56.5	-	-	-	-	-	-	-	-
MCAR 2020.03	56	87.9	52.1	51.8	41.6	33.8	68.8	-	-
MCAR 2023.09	56	-	-	-	-	-	-	-	-
UMTSCA 2020.03	55.6	86.6	51.3	52.6	42.1	33.5	67.5	-	-
SCL 2020.03	55.2	82.2	55.1	51.8	39.6	38.4	64	-	-
SCL 2020.03	55.2	82.2	55.1	51.8	39.6	38.4	64	-	-
SCL 2021.11	55.2	-	55.1	51.8	39.6	38.4	64	-	82.2
SCL 2023.09	55.2	-	55.1	51.8	39.6	38.4	64	-	82.2
MCAR 2020.03	54.4	92.5	52.2	43.9	46.5	28.8	62.5	-	-
DT+PL 2018.03	54.3	76.5	54.9	46	37.4	38.5	72.3	-	-
DT+PL 2018.10	54.3	76.5	54.9	46	37.4	38.5	72.3	-	-
UMTSC 2020.03	54.2	79.7	49.5	50.1	45.5	30.6	69.8	-	-
Pseudo-Labeling 2018.03	54	76.3	54.9	46.6	37.5	36.9	71.7	-	-
UMTS 2020.03	53.6	76.2	53.4	46.2	39.3	34.9	71.5	-	-
Strong-Weak Domain Alignment 2018.12	53.3	82.3	55.9	46.5	32.7	35.5	66.7	-	-
Strong-Weak DA 2018.12	53.3	82.3	55.9	46.5	32.7	35.5	66.7	-	-
SW-DA 2020.03	53.3	82.3	55.9	46.5	32.7	35.5	66.7	-	-
SWDA 2020.03	53.3	82.3	55.9	46.5	32.7	35.5	66.7	-	-
SWDA 2021.11	53.3	-	55.9	46.5	32.7	35.5	66.7	-	82.3
SWADA 2023.09	53.3	-	55.9	46.5	32.7	35.5	66.7	-	82.3
Strong-Weak Domain Alignment 2018.12	52.1	79.4	54.8	47.2	37.1	31.5	62.4	-	-
Ours 2019.05	52	-	-	-	-	-	-	-	-
DM 2020.03	52	-	-	-	-	-	-	-	-
I³Net 2021.03	51.5	81.1	49.3	46.2	35	31.9	65.7	-	-
Faster RCNN* 2018.12	51.2	83.3	52.7	45.3	33.1	28.8	64	-	-
I³Net 2021.03	50.9	75.6	49.2	45.9	37.9	33.2	63.6	-	-
Oracle 2021.11	50.6	-	49.7	42.5	38.7	52.1	68.6	-	51.8
Oracle 2023.09	50.6	-	49.7	42.5	38.7	52.1	68.6	-	51.8
Oracle 2023.09	50.6	-	49.7	42.5	38.7	52.1	68.6	-	51.8
Oracle 2023.09	50.6	-	49.7	42.5	38.7	52.1	68.6	-	51.8
I³Net 2021.03	50.5	78.7	49.2	42.6	37.4	32.4	62.5	-	-
Domain Transfer 2018.03	50.4	82.8	47	40.2	34.6	35.3	62.5	-	-
Strong-Weak Domain Alignment 2018.12	50.4	71.3	52	46.6	36.2	29.2	67.3	-	-
Strong-Weak DA 2018.12	50.4	71.3	52	46.6	36.2	29.2	67.3	-	-
oracle 2020.03	50.4	49.8	50.6	40.2	38.9	53.3	69.4	-	-
I³Net 2021.03	50.2	81.8	46.3	40.4	33.3	34	65.1	-	-
HTCN† 2021.03	50.1	78.6	47.5	45.6	35.4	31	62.2	-	-
MI-max 2018.10	50.1	85.2	48.2	49.2	31	30	57	-	-
BSR+WST 2021.03	49.9	75.6	45.8	49.3	34.1	30.3	64.1	-	-
ADDA 2018.03	49.8	79.9	49.5	39.5	35.3	29.4	65.1	-	-
Strong-Weak Domain Alignment 2018.12	49.8	66.4	53.7	43.8	37.9	31.9	65.3	-	-
Strong-Weak DA 2018.12	49.8	66.4	53.7	43.8	37.9	31.9	65.3	-	-
ADDA 2023.09	49.8	-	-	-	-	-	-	-	-
Baseline 2018.03	49.6	79.8	49.5	38.1	35.1	30.4	65.1	-	-
SWDA+ 2021.03	49.5	73.9	48.6	44.3	36.2	31.7	62.1	-	-
WST 2021.03	49.2	77.8	48	45.2	30.4	29.5	64.2	-	-
Ensemble 2018.03	48.6	79.8	49.6	38.1	35.2	30.4	58.7	-	-
BSR 2021.03	48.6	82.8	43.2	49.8	29.6	27.6	58.4	-	-
Source Only 2021.03	47.1	77.5	46.1	44.6	30	26	58.6	-	-
Source 2021.11	46.9	-	44.5	53	24.9	18.8	56.3	-	84.2
Source 2023.09	46.9	-	44.5	53	24.9	18.8	56.3	-	84.2
Source 2023.09	46.9	-	44.5	53	24.9	18.8	56.3	-	84.2
Source 2023.09	46.9	-	44.5	53	24.9	18.8	56.3	-	84.2
Source Only 2020.03	46.4	74.3	49	35.2	33.9	25.3	60.6	-	-
DA-Faster 2018.12	46	75.2	40.6	48	31.5	20.6	60	-	-
DA-Faster 2018.12	46	75.2	40.6	48	31.5	20.6	60	-	-
DA-Faster 2020.03	46	75.2	40.6	48	31.5	20.6	60	-	-
BDC-Faster 2018.12	45.5	68.6	48.3	47.2	26.5	21.7	60.5	-	-
BDC-Faster 2018.12	45.5	68.6	48.3	47.2	26.5	21.7	60.5	-	-
BDC-Faster 2020.03	45.5	68.6	48.3	47.2	26.5	21.7	60.5	-	-
Faster RCNN 2018.12	44.6	68.8	46.8	37.2	32.7	21.3	60.7	-	-
Source Only 2018.12	44.6	68.8	46.8	37.2	32.7	21.3	60.7	-	-
Source-only 2020.03	44.6	68.8	46.8	37.2	32.7	21.3	60.7	-	-
TADP simple 2023.09	43.5	-	-	-	-	-	-	72.2	-
TADP TextualInversion 2023.09	43.2	-	-	-	-	-	-	72.2	-
TADP DreamBooth 2023.09	43.2	-	-	-	-	-	-	72.2	-

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