(Table \[tab:resnet\_auc\]). This result showed that the depths for the Resnet blocks were relatively uncorrelated with the performance of the whole image classifiers.

[@llllll@]{} **Patch set** & **Block1** & **Block2** & **AUC** & **A-AUC** & **\#Epochs**\
S1 & [\[]{}512-512-2048[\]]{} x 1 & [\[]{}512-512-2048[\]]{} x 1 & 0.63 & NA & 35\
S10 & [\[]{}512-512-2048[\]]{} x 1 & [\[]{}512-512-2048[\]]{} x 1 & 0.85 & 0.87 & 20\
**S10** & **[\[]{}512-512-1024[\]]{} x 2** & **[\[]{}512-512-1024[\]]{} x 2** & **0.85** & **0.87** & **34**\
S10 & [\[]{}256-256-256[\]]{} x 1 & [\[]{}128-128-128[\]]{} x 1 & 0.84 & 0.85 & 25\
S10 & [\[]{}256-256-256[\]]{} x 3 & [\[]{}128-128-128[\]]{} x 3 & 0.83 & 0.84 & 17\
S10 & [\[]{}256-256-512[\]]{} x 3 & [\[]{}128-128-256[\]]{} x 3 & 0.84 & 0.87 & 48\
**S10** & **256 x 1** & **128 x 1** & **0.87** & **0.88** & **36**\
\
S10 & [\[]{}512-512-1024[\]]{} x 2 & [\[]{}512-512-1024[\]]{} x 2 & 0.80 & NA & 47\
S10 & [\[]{}64-64-256[\]]{} x 2 & [\[]{}128-128-512[\]]{} x 2 & 0.81 & NA & 41\
\
**Pool size** & **FC1** & **FC2** & **** & **** & ****\
5x5 & 64 & 32 & 0.73 & NA & 28\
2x2 & 512 & 