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Spatial Broadcast Decoder

14 papers tagged archive 2025-07-28

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.

PaperSource

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.

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.

TaskPapers
Decoder3
Segmentation3
BIG-bench Machine Learning2
Object2
Object Discovery2
Representation Learning2
Semantic Segmentation2
Unsupervised Object Segmentation2
Articles1
Automatic Speech Recognition1
Automatic Speech Recognition (ASR)1
Boundary Detection1
Chatbot1
Clustering1
Contrastive Learning1
Disentanglement1
Edge Detection1
GPU1
Image Generation1
Instance Segmentation1

Usage over time archive 2025-07-28

Papers per year tagged with Spatial Broadcast Decoder: 2019 to 2025, peak 6 6 0 2019: 6 papers 2019 2020: 6 papers 2020 2021: 0 papers 2021 2022: 0 papers 2022 2023: 1 paper 2023 2024: 0 papers 2024 2025: 1 paper 2025
Papers per year the archive tags with this method, by the paper's archive date (14 dated). Bars are counts, not a trend claim.

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

Backbone Architectures

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