Table A3.

Execution time comparison between different architectures. The average (Avg) and standard deviation (Std) of the execution times (in seconds) are shown for each of the four processes presented in Section 2.3 (Figure 1), both at patch level and at slide (WSI) level.

	Patch								WSI
	Read		Score		Stain Normalization		Prediction		Read		Score		Stain Normalization		Prediction
Architecture	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std	Avg	Std
PROMETEO	0.000612	0.001291	0.002868	0.00039	0.002655	0.000685	0.003054	0.004845	11.88339	2.039317	3.363545	0.981956	3.11515	0.909821	4.201282	1.739539
ResNet34	0.000612	0.001279	0.002844	0.000405	0.002676	0.000686	0.008982	0.010086	11.92095	2.045551	3.333316	0.973793	3.148634	0.918751	10.71205	3.134596
InceptionV3	0.000621	0.001317	0.002915	0.00041	0.002691	0.001136	0.039772	0.013828	12.10135	2.076446	3.415152	0.997178	3.168544	0.925316	46.72138	13.64997
VGG16	0.000635	0.001341	0.002931	0.000427	0.002785	0.000691	0.028664	0.009241	12.37371	2.140448	3.45475	1.007557	3.280768	0.957531	34.92197	10.16074
VGG19	0.000628	0.001313	0.002931	0.000425	0.00278	0.000682	0.029931	0.009305	12.34846	2.116793	3.44631	1.005834	3.266729	0.953449	36.25006	10.5361
MobileNet	0.000612	0.001278	0.00285	0.00042	0.002688	0.001111	0.025689	0.010986	11.96025	2.044115	3.383497	0.986745	3.208441	0.936362	31.11017	9.030854
DenseNet121	0.000611	0.001284	0.002879	0.000389	0.002687	0.000683	0.042489	0.01686	11.82392	2.035413	3.373127	0.985149	3.148681	0.919557	51.48291	14.94588
Xception	0.0006	0.001261	0.00288	0.000374	0.002758	0.000655	0.03405	0.011789	11.68313	1.987459	3.375536	0.986863	3.235289	0.945187	41.76486	12.17527
ResNet101	0.000607	0.001265	0.002839	0.000398	0.002701	0.00067	0.043287	0.014679	11.84637	2.035472	3.327598	0.971357	3.171104	0.925785	52.51713	15.26661