Autofocus Layer for Semantic Segmentation

22 May 2018Yao QinKonstantinos KamnitsasSiddharth AnchaJay NanavatiGarrison CottrellAntonio CriminisiAditya Nori

We propose the autofocus convolutional layer for semantic segmentation with the objective of enhancing the capabilities of neural networks for multi-scale processing. Autofocus layers adaptively change the size of the effective receptive field based on the processed context to generate more powerful features... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Brain Tumor Segmentation BRATS-2015 AFN-6 Dice Score 84% # 2