EURASIP Journal on Image and Video Processing

Table 4 Results on Klinikum test-set for baseline trainings

From: Comparison of synthetic dataset generation methods for medical intervention rooms using medical clothing detection as an example

All
Experiment	mAP	mAP50	P	R
Klinikum train	81.60	98.28	88.99	98.73
DRscans	46.06	75.51	76.89	77.83
DRcad	51.50	77.85	76.40	81.56
SDRscans	65.52	87.12	77.92	89.31
SDRcad	67.44	90.72	81.98	92.02
MR-DR*	60.94	82.29	79.54	84.04

Body
Klinikum train	97.02	99.49	88.03	100
DRscans	75.24	96.26	84.57	96.07
DRcad	77.05	98.39	76.76	98.79
SDRscans	92.47	99.50	89.95	100
SDRcad	92.88	99.50	85.09	100
MR-DR*	80.88	95.29	82.55	95.77

Gown
Klinikum train	93.41	99.5	100	100
DRscans	66.16	87.5	100	87.22
DRcad	78.96	94.17	87.41	93.99
SDRscans	79.22	94.77	87.25	97.74
SDRcad	85.86	99.49	99.25	99.25
MR-DR*	50.18	57.5	100	57.14

Shirt
Klinikum train	94.28	99.47	55.03	99.49
DRscans	81.17	98.19	59.45	98.48
DRcad	82.82	97.97	56.85	98.48
SDRscans	84.72	95.28	56.76	95.45
SDRcad	92.22	99.41	55.65	99.49
MR-DR*	91.41	97.72	44.85	98.99

Pants
Klinikum train	86.81	98.5	98.98	98.48
DRscans	34.13	88.44	75.21	90.40
DRcad	48.14	92.22	92.89	92.42
SDRscans	54.45	91.31	90.05	91.41
SDRcad	55.32	95.61	91.83	96.46
MR-DR*	77.17	92.26	78.88	92.42

Hat
Klinikum train	85.62	99.27	98	100
DRscans	44.71	78.73	88.27	80.61
DRcad	54.99	94.41	97.89	94.90
SDRscans	78.44	95.59	67.94	99.49
SDRcad	79.42	97.46	97.45	97.45
MR-DR*	70.51	98.24	95.57	98.98

Mask
Klinikum train	53.66	95.85	88.8	96.52
DRscans	8.58	44.07	61.42	52.61
DRcad	6.09	29.59	50.95	46.52
SDRscans	28.33	63.54	78.77	66.09
SDRcad	25.24	71.91	69.29	76.52
MR-DR*	25.33	73.75	82.65	78.70

Glove
Klinikum train	60.43	95.88	94.10	96.59
DRscans	12.40	35.36	69.33	39.39
DRcad	12.44	38.17	72.02	45.83
SDRscans	40.99	69.88	74.72	75
SDRcad	41.10	71.63	75.29	75
MR-DR*	31.09	61.26	72.31	66.29

The bold values generally represent the best results from the respective columns
*Additional green-channel augmentation used

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