reconstrue / brightfield

Reconstruction of biocytin-stained neurons detected in brightfield microscopy image stacks
http://reconstrue.com
Apache License 2.0
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Method: apply transfer learning because of limited training time on Colab #85

Open JohnTigue opened 4 years ago

JohnTigue commented 4 years ago

Something like imagenet, or maybe U-Net has pre-trained models. Basically, transfer learning would greatly reduce the training time, making training on Colab a realistically pleasant experience.

JohnTigue commented 4 years ago

Note that any color pretrained model will need to address the grayscale nature of the data. See

JohnTigue commented 4 years ago

Transfer Learning in Keras with Computer Vision Models (2019)

JohnTigue commented 4 years ago

Convolutional Neural Networks for Multi-class Histopathology Image Classification, 2019, arxiv pre-print, ResNet transfer learning, PyTorch