Theory separates locality from weight sharing in convolutional learning
With uncorrelated inputs a convolutional student learns exactly P times faster, but spatial correlation can erase that edge.
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LightMIS: Ultra-Lightweight Medical Image Segmentation Without a Stage-Wise Decoder
LightMIS segments medical images with 0.131M parameters and near Mobile U-ViT Dice while cutting compute sharply.