Tag: cnn

U-Net: Convolutional Networks for Biomedical Image Segmentation

2026-05-30

About Paper

Venue / Year: MICCAI 2015 Link: https://arxiv.org/abs/1505.04597

TL;DR

  • Problem: Extremely small dataset sizes for biomedical image segmentation (lack of annotated data).
  • Method: A U-shaped encoder-decoder architecture with skip connections to combine global context and precise localization, heavily relying on strong data augmenta…
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