Real-time estimation of the remaining surgery duration for cataract surgery using deep convolutional neural networks and long short-term memory

Table 4 Ablation for RSD prediction on cataract-101

	Experience	(i) Base	(ii) Fix	(iii) RSD
	All	88.3 ± 35.5	90.4 ± 40.1	94.9 ± 34.2
MAE-5	Senior	91.6 ± 41.2	95.5 ± 46.0	98.2 ± 40.9
	Assistant	84.9 ± 22.8	85.3 ± 23.4	91.5 ± 21.1
	All	76.9 ± 22.1	78.9 ± 25.3	83.7 ± 24.3
MAE-2	Senior	82.2 ± 24.8	84.7 ± 29.4	86.8 ± 24.6
	Assistant	71.5 ± 18.4	73.0 ± 21.6	80.6 ± 19.0
	All	90.8 ± 37.9	91.2 ± 42.8	96.4 ± 39.5
MAE	Senior	92.8 ± 32.1	97.9 ± 36.2	99.6 ± 30.4
MAE	Assistant	88.7 ± 39.3	84.5 ± 45.8	93.1 ± 41.7

ISSN: 1472-6947