Methods › Computer Vision › Backbone Architectures › Spatial Broadcast Decoder
Spatial Broadcast Decoder
Introduced by Nicholas Watters et al. in Spatial Broadcast Decoder: A Simple Architecture for Learning Disentangled Representations in VAEs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Spatial Broadcast Decoder is an architecture that aims to improve disentangling, reconstruction accuracy, and generalization to held-out regions in data space. It provides a particularly dramatic benefit when applied to datasets with small objects.
Source: Watters et al.
Image source: Watters et al.
Papers archive 2025-07-28
14 shown of 14, 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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An Interpretable Representation Learning Approach for Diffusion Tensor Imaging 25 May 2025 · 0 repositories · arXiv:2505.19110
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AudioSlots: A slot-centric generative model for audio separation 9 May 2023 · 0 repositories · arXiv:2305.05591
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Posting Bot Detection on Blockchain-based Social Media Platform using Machine Learning Techniques 28 Aug 2020 · 0 repositories · arXiv:2008.12471
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Superpixel Segmentation via Convolutional Neural Networks with Regularized Information Maximization 17 Feb 2020 · 1 repository · arXiv:2002.06765
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f-BRS: Rethinking Backpropagating Refinement for Interactive Segmentation 28 Jan 2020 · 2 repositories · arXiv:2001.10331
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Sequence Labeling Approach to the Task of Sentence Boundary Detection 20 Jan 2020 · 1 repository
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An Approach for Time-aware Domain-based Social Influence Prediction 19 Jan 2020 · 0 repositories · arXiv:2001.07838
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Deep Snake for Real-Time Instance Segmentation 6 Jan 2020 · 1 repository · arXiv:2001.01629
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GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations 30 Jul 2019 · 2 repositories · arXiv:1907.13052
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Omnidirectional Scene Text Detection with Sequential-free Box Discretization 6 Jun 2019 · 1 repository · arXiv:1906.02371Syntology ran 1 of 5 samples · 4 unverified · 5 pointer-only (licence)
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Object Instance Annotation With Deep Extreme Level Set Evolution 1 Jun 2019 · 1 repository
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Dynamic Feature Fusion for Semantic Edge Detection 25 Feb 2019 · 1 repository · arXiv:1902.09104
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MONet: Unsupervised Scene Decomposition and Representation 22 Jan 2019 · 5 repositories · arXiv:1901.11390Syntology ran 1 of 7 samples · 6 unverified
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Spatial Broadcast Decoder: A Simple Architecture for Learning Disentangled Representations in VAEs 21 Jan 2019 · 4 repositories · arXiv:1901.07017Syntology ran 0 of 1 samples · 1 unverified
Tasks archive 2025-07-28
20 shown of 47 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
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections