Foundation Model
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%20are%20large-scale%20deep-learning%20models%20trained%20on%20extensive%20datasets%20using%20self-supervised%20techniques.%20These%20models%20serve%20as%20a%20base%20for%20various%20downstream%20tasks%2C%20including%20healthcare.%20FMs%20have%20been%20adopted%20with%20great%20success%20across%20various%20domains%20within%20healthcare%2C%20including%20natural%20language%20processing%20(NLP)%2C%20computer%20vision%2C%20graph%20learning%2C%20biology%2C%20and%20omics.%20Existing%20healthcare-based%20surveys%20have%20not%20yet%20included%20all%20of%20these%20domains.%20Therefore%2C%20this%20survey%20provides%20a%20comprehensive%20overview%20of%20FMs%20in%20healthcare.%20We%20focus%20on%20the%20history%2C%20learning%20strategies%2C%20flagship%20models%2C%20applications%2C%20and%20challenges%20of%20FMs.%20We%20explore%20how%20FMs%20such%20as%20the%20BERT%20and%20GPT%20families%20are%20reshaping%20various%20healthcare%20domains%2C%20including%20clinical%20large%20language%20models%2C%20medical%20image%20analysis%2C%20and%20omics%20data.%20Furthermore%2C%20we%20provide%20a%20detailed%20taxonomy%20of%20healthcare%20applications%20facilitated%20by%20FMs%2C%20such%20as%20clinical%20NLP%2C%20medical%20computer%20vision%2C%20graph%20learning%2C%20and%20other%20biology-related%20tasks.%20Despite%20the%20promising%20opportunities%20FMs%20provide%2C%20they%20also%20have%20several%20associated%20challenges%2C%20which%20are%20explained%20in%20detail.%20We%20also%20outline%20potential%20future%20directions%20to%20provide%20researchers%20and%20practitioners%20with%20insights%20into%20the%20potential%20and%20limitations%20of%20FMs%20in%20healthcare%20to%20advance%20their%20deployment%20and%20mitigate%20associated%20risks.)
Enhance care with our medical Foundation Model gallery of extensive collections of therapeutic images. medically documenting photography, images, and pictures. perfect for medical education and training. The Foundation Model collection maintains consistent quality standards across all images. Suitable for various applications including web design, social media, personal projects, and digital content creation All Foundation Model images are available in high resolution with professional-grade quality, optimized for both digital and print applications, and include comprehensive metadata for easy organization and usage. Discover the perfect Foundation Model images to enhance your visual communication needs. Comprehensive tagging systems facilitate quick discovery of relevant Foundation Model content. The Foundation Model archive serves professionals, educators, and creatives across diverse industries. Instant download capabilities enable immediate access to chosen Foundation Model images. Cost-effective licensing makes professional Foundation Model photography accessible to all budgets. Professional licensing options accommodate both commercial and educational usage requirements. Whether for commercial projects or personal use, our Foundation Model collection delivers consistent excellence. Reliable customer support ensures smooth experience throughout the Foundation Model selection process. Multiple resolution options ensure optimal performance across different platforms and applications. Each image in our Foundation Model gallery undergoes rigorous quality assessment before inclusion. Time-saving browsing features help users locate ideal Foundation Model images quickly.