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DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology

DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2829564299

DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology

About this item

Full title

DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2023-10

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

We present DiffInfinite, a hierarchical diffusion model that generates arbitrarily large histological images while preserving long-range correlation structural information. Our approach first generates synthetic segmentation masks, subsequently used as conditions for the high-fidelity generative diffusion process. The proposed sampling method can b...

Alternative Titles

Full title

DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2829564299

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2829564299

Other Identifiers

E-ISSN

2331-8422

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