Article

Medical domain knowledge in domain-agnostic generative AI

2022-01-11

Abstract excerpt

The text-guided diffusion model GLIDE (Guided Language to Image Diffusion for Generation and Editing) is the state of the art in text-to-image generative artificial intelligence (AI). GLIDE has rich representations, but medical applications of this model have not been systematically explored. If GLIDE had useful medical knowledge, it could be used for medical image analysis tasks, a domain in which AI systems are...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 2624afd9-3b51-5c04-87f9-734899cdaf55
DOI: 10.1101/2022.01.10.22269025

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Medical domain knowledge in domain-agnostic generative AIDOI 10.1101/2022.01.10.22269025Read

DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and ClassificationSemantic proximity Read

Advanced image generation for cancer using diffusion modelsSemantic proximity Read

Multimodal Generative AI in Diagnostics: Bridging Medical Imaging and Clinical ReasoningSemantic proximity Read

Generative AI in Disease DiagnosisSemantic proximity Read

Resource-efficient medical vision language model for dermatology via a synthetic data generation frameworkSemantic proximity Read

<i>Delta Marches</i> : Generative AI based image synthesis to decode disease-driving morphologic transformationsSemantic proximity Read

Multimodal Generative AI in Diagnostics: Bridging Medical Imaging and Clinical ReasoningSemantic proximity Read

A multi-model study of diagnostic faithfulness in AI-generated histopathology imagesSemantic proximity Read

Generating synthetic data in digital pathology through diffusion models: a multifaceted approach to evaluationSemantic proximity Read

Coherent Cross-modal Generation of Synthetic Biomedical Data to Advance Multimodal Precision MedicineSemantic proximity Read

Possible Benefits, Challenges, Pitfalls, and Future Perspective of Using ChatGPT in PathologySemantic proximity Read

Navigating the Alignment Challenges of Diffusion Models: Insights and InnovationsSemantic proximity Read