Paper reading list

Detection

• Deep Learning for Generic Object Detection: A Survey

Segmentation

• Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology

Mechanism

• Why do deep convolutional networks generalize sopoorly to small image transformations?
• mixup: BEYOND EMPIRICAL RISK MINIMIZATION
• Bag of Tricks for Image Classification with Convolutional Neural Networks
• Understanding the Effective Receptive Field in Deep Convolutional Neural Networks
• Aggregated Residual Transformations for Deep Neural Networks

Pathology

• PhaseStain: the digital staining of label-free quantitative phase microscopy images using deep learning

One-shot

• Data augmentation using learned transformations for one-shot medical image segmentation