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SEAformer: Selective Edge Aggregation Transformer for 2D Medical Image Segmentation

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SEAformer: Selective Edge Aggregation Transformer for 2D Medical Image Segmentation

Code organiztion

  • SEAformer_Keras.py: Keras version of SEAformer
  • utils.py: Dependency functions required by SEAformer
  • loss_function.py: dice_loss, jaccard_loss (IoU loss), BCE_IoU loss and IoU_Edge loss
  • metrics.py: spec, sens, acc, iou, dice
  • image: Qualitative analysis results of experiments

Requirements

  • CUDA/CUDNN
  • TensorFlow-GPU and Keras > 2.7.0

SEAformer overview

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SEA module

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SEAformer: Selective Edge Aggregation Transformer for 2D Medical Image Segmentation

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