1 code implementation • 10 Apr 2023 • Yilong Yang, Srinandan Dasmahapatra, Sasan Mahmoodi
When conventional CNNs are applied to histopathology image analysis, the generalization performance of models is limited because 1) a part of the parameters of filters are trained to fit rotation transformation, thus decreasing the capability of learning other discriminative features; 2) fixed-size filters trained on images at a given scale fail to generalize to those at different scales.
no code implementations • 10 Apr 2023 • Yilong Yang, Srinandan Dasmahapatra, Sasan Mahmoodi
Digital histopathology slides are scanned and viewed under different magnifications and stored as images at different resolutions.
no code implementations • 10 Apr 2023 • Yilong Yang, Srinandan Dasmahapatra, Sasan Mahmoodi
Nested arrangements of these encoder and decoder maps give rise to extensions of the UNet model, such as UNete and UNet++.