EURASIP Journal on Image and Video Processing

Table 5 Results on Klinikum test-set for follow-up experiments

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(100)	81.95	98.57	88.88	98.85
SDR+MR+real(100)	83.35	98.14	88.41	98.59
Klinikum(15)	77.52	96.67	87.83	97.37
SDR+MR+real(15)	80.05	96.92	87.06	97.64
SDR+MR	72.00	92.27	83.81	94.07

Body
Klinikum(100)	97.13	99.5	87.33	100
SDR+MR+real(100)	97.93	99.5	86.42	100
Klinikum(15)	94.24	99.5	92.46	100
SDR+MR+real(15)	96.84	99.5	86.2	100
SDR+MR	93.83	99.47	87.00	99.1

Gown
Klinikum(100)	93.29	99.5	99.25	100
SDR+MR+real(100)	96.30	99.5	100	100
Klinikum(15)	87.88	99.5	100	100
SDR+MR+real(15)	95.57	99.5	99.25	100
SDR+MR	85.11	95.47	99.22	95.49

Shirt
Klinikum(100)	94.51	99.46	55.49	99.5
SDR+MR+real(100)	96.4	99.37	57.10	99.5
Klinikum(15)	90.43	98.07	57.18	98.5
SDR+MR+real(15)	95.62	99.38	60.43	99.5
SDR+MR	94.17	99.31	54.42	99.5

Pants
Klinikum(100)	87.16	99.39	99.49	98.99
SDR+MR+real(100)	88.22	98.49	99.49	98.48
Klinikum(15)	81.70	97.40	95.12	98.48
SDR+MR+real(15)	85.78	97.5	97.97	97.47
SDR+MR	80.22	95.26	91.30	95.45

Hat
Klinikum(100)	84.77	99.29	97.51	100
SDR+MR+real(100)	86.90	99.3	98	100
Klinikum(15)	83.77	98.59	96.06	99.5
SDR+MR+real(15)	84.91	99.27	97.51	100
SDR+MR	77.6	99.22	97.51	100

Mask
Klinikum(100)	55.42	95.70	91.32	96.09
SDR+MR+real(100)	54.70	93.84	88.62	94.78
Klinikum(15)	50.30	93.17	85.66	93.48
SDR+MR+real(15)	44.28	90.95	82.81	92.17
SDR+MR	27.61	78.89	76.36	85.65

Glove
Klinikum(100)	61.39	97.11	91.79	97.35
SDR+MR+real(100)	62.98	97.0	89.24	97.35
Klinikum(15)	54.29	90.46	88.32	91.67
SDR+MR+real(15)	57.32	92.32	85.27	94.32
SDR+MR	45.46	78.29	80.88	83.33

The bold values generally represent the best results from the respective columns
Green-channel augmentation used on all experiments

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