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• W4308237306 abstract "In this paper, we address the challenge of segmenting global contaminants in large images. The precise delineation of such structures requires ample global context alongside understanding of textural patterns. CNNs specialise in the latter, though their ability to generate global features is limited. Attention measures long range dependencies in images, capturing global context, though at a large computational cost. We propose a gridded attention mechanism to address this limitation, greatly increasing efficiency by processing multi-scale features into smaller tiles. We also enhance the attention mechanism for increased sensitivity to texture orientation, by measuring correlations across features dependent on different orientations, in addition to channel and positional attention. We present results on a new dataset of astronomical images, where the task is segmenting large contaminating dust clouds." @default.
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• W4308237306 date "2022-10-16" @default.
• W4308237306 modified "2023-09-26" @default.
• W4308237306 title "Multi-Scale Gridded Gabor Attention for Cirrus Segmentation" @default.
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• W4308237306 doi "https://doi.org/10.1109/icip46576.2022.9898045" @default.
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