Methods › Computer Vision › Image Model Blocks › Multiscale Dilated Convolution Block
Multiscale Dilated Convolution Block
Introduced by Andrew Brock et al. in Neural Photo Editing with Introspective Adversarial Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Multiscale Dilated Convolution Block is an Inception-style convolutional block motivated by the ideas that image features naturally occur at multiple scales, that a network’s expressivity is proportional to the range of functions it can represent divided by its total number of parameters, and by the desire to efficiently expand a network’s receptive field. The Multiscale Dilated Convolution (MDC) block applies a single F×F filter at multiple dilation factors, then performs a weighted elementwise sum of each dilated filter’s output, allowing the network to simultaneously learn a set of features and the relevant scales at which those features occur with a minimal increase in parameters. This also rapidly expands the network’s receptive field without requiring an increase in depth or the number of parameters.
Papers archive 2025-07-28
5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Cross-View Geolocalization and Disaster Mapping with Street-View and VHR Satellite Imagery: A Case Study of Hurricane IAN 13 Aug 2024 · 1 repository · arXiv:2408.06761
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Inferior Alveolar Nerve Segmentation in CBCT images using Connectivity-Based Selective Re-training 18 Aug 2023 · 1 repository · arXiv:2308.09298
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Arabic aspect based sentiment analysis using bidirectional GRU based models 23 Jan 2021 · 0 repositories · arXiv:2101.10539
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RefVOS: A Closer Look at Referring Expressions for Video Object Segmentation 1 Oct 2020 · 2 repositories · arXiv:2010.00263
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Neural Photo Editing with Introspective Adversarial Networks 22 Sep 2016 · 2 repositories · arXiv:1609.07093Syntology ran 2 of 2 samples · 0 unverified
Tasks archive 2025-07-28
11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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Categories archive 2025-07-28
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