Table 5.

Inference speed and model parameters.

Backend	# Parameters	FPS	Avg. F1
Modified DeepLabv3-Mobilenetv245	3,236,907	20.52	0.7508
Modified DeepLabv3-Xeption45	41,253,587	8.76	0.7871
Modified FCRN-A47	2,142,019	22.03	0.7710
Modified FCRN-B47	1,365,888	14.6	0.7810
Modified U-Net35	31,036,323	12.34	0.7783
Ours (PathoNet)	3,142,208	14.86	0.7928

Run-time in terms of frame per seconds and models’ parameter counts of different backends used in the proposed pipeline.