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Sifter

FCN

U-Net

  1. zhixuhao/unet Input512, VGG, 4pooling, Conv after upsamping (subpixel?), simple keras.preprocessing.image.ImageDataGenerator
  2. EdwardTyantov/ultrasound-nerve-segmentation Inception, ResBlock in skip connection, 4Conv with stride 2 as downsampling, multi outputs, dice loss; train_generator: CustomImageDataGenerator(object), CustomNumpyArrayIterator(Iterator), keras.preprocessing.image.Iterator, (part of) elastic_transform
  3. raghakot/ultrasound-nerve-segmentation VGG, 4Conv with stride 2 as downsampling, multi outputs; generator: CustomDataGenerator(Iterator), Using iterators and generators in multi-threaded applications

Style Transfer

examples in keras

  1. keras style transfer
  2. keras doodle scipy.optimize.fmin_l_bfgs_b 单张图的优化 自定义Evaluator封装K.function
  3. titu1994 单图的优化, color preservation, mask in content and style image
  4. awentzonline/keras-rtst
  5. misgod layer.add_loss(Regularizer)

examples in tf

  1. lengstrom fast

  2. anishathalye

examples in torch/pytorch

  1. jcjohnson fast
  2. NVIDIA
  3. luanfujun
  4. Yijunmaverick 可以用mask
  5. CompVis 质量较好
  6. xunhuang1995 arbitrary style transfer

reviews

  1. CortexFoundation