ML in Health Science
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Medical Publisher and Journal for Web-Based ML Applications in Healthcare and Research (ISSN 2942-8726)
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We are proud to announce the deployment of our next peer-reviewed medical #WebAI model! This #ComputerVision tool predicts outcomes in peripheral artery disease using angiograms. #HealthcareAI #DeSci

Test the model live here:

https://mlhs.ink/amputate/
๐’๐ฒ๐ง๐ญ๐ก๐ž๐ญ๐ข๐œ๐š ๐ข๐ฌ ๐ฅ๐ข๐ฏ๐ž โ€” ๐š๐ฎ๐ ๐ฆ๐ž๐ง๐ญ + ๐œ๐ฅ๐ž๐š๐ง ๐ฆ๐ž๐๐ข๐œ๐š๐ฅ ๐ข๐ฆ๐š๐ ๐ž๐ฌ ๐ข๐ง ๐จ๐ง๐ž ๐ฌ๐ญ๐ž๐ฉ.

If you build medical computer vision, you know the pain: real-world images often come with overlays, text/IDs, UI frames, borders, and other artefacts that make datasets noisy and expensive to clean.

๐’๐ฒ๐ง๐ญ๐ก๐ž๐ญ๐ข๐œ๐š ๐ก๐ž๐ฅ๐ฉ๐ฌ ๐ฒ๐จ๐ฎ:
- ๐‘…๐‘’๐‘š๐‘œ๐‘ฃ๐‘’ ๐‘๐‘œ๐‘š๐‘š๐‘œ๐‘› ๐‘Ž๐‘๐‘ž๐‘ข๐‘–๐‘ ๐‘–๐‘ก๐‘–๐‘œ๐‘› ๐‘Ž๐‘Ÿ๐‘ก๐‘’๐‘“๐‘Ž๐‘๐‘ก๐‘  (๐‘Ž๐‘›๐‘›๐‘œ๐‘ก๐‘Ž๐‘ก๐‘–๐‘œ๐‘›๐‘ /๐‘š๐‘’๐‘Ž๐‘ ๐‘ข๐‘Ÿ๐‘’๐‘š๐‘’๐‘›๐‘ก๐‘ , ๐‘Ÿ๐‘’๐‘Ž๐‘‘๐‘Ž๐‘๐‘™๐‘’ ๐‘ก๐‘’๐‘ฅ๐‘ก, ๐‘ˆ๐ผ/๐‘š๐‘œ๐‘›๐‘–๐‘ก๐‘œ๐‘Ÿ ๐‘“๐‘Ÿ๐‘Ž๐‘š๐‘’๐‘ , ๐‘๐‘™๐‘Ž๐‘๐‘˜ ๐‘๐‘œ๐‘Ÿ๐‘‘๐‘’๐‘Ÿ๐‘ /๐‘๐‘Ž๐‘๐‘˜๐‘”๐‘Ÿ๐‘œ๐‘ข๐‘›๐‘‘)
- ๐บ๐‘’๐‘›๐‘’๐‘Ÿ๐‘Ž๐‘ก๐‘’ ๐‘Ÿ๐‘’๐‘Ž๐‘™๐‘–๐‘ ๐‘ก๐‘–๐‘ ๐‘Ž๐‘๐‘ž๐‘ข๐‘–๐‘ ๐‘–๐‘ก๐‘–๐‘œ๐‘›-๐‘™๐‘’๐‘ฃ๐‘’๐‘™ ๐‘ฃ๐‘Ž๐‘Ÿ๐‘–๐‘Ž๐‘›๐‘ก๐‘  ๐‘คโ„Ž๐‘–๐‘™๐‘’ ๐‘๐‘Ÿ๐‘’๐‘ ๐‘’๐‘Ÿ๐‘ฃ๐‘–๐‘›๐‘” ๐‘กโ„Ž๐‘’ ๐‘œ๐‘ฃ๐‘’๐‘Ÿ๐‘Ž๐‘™๐‘™ ๐‘ฃ๐‘–๐‘ ๐‘ข๐‘Ž๐‘™ ๐‘–๐‘‘๐‘’๐‘›๐‘ก๐‘–๐‘ก๐‘ฆ ๐‘Ž๐‘›๐‘‘ ๐‘“๐‘–๐‘›๐‘‘๐‘–๐‘›๐‘”๐‘  โ€” ๐‘“๐‘œ๐‘Ÿ ๐‘Ž๐‘ข๐‘”๐‘š๐‘’๐‘›๐‘ก๐‘Ž๐‘ก๐‘–๐‘œ๐‘›, ๐‘๐‘™๐‘Ž๐‘ ๐‘  ๐‘๐‘Ž๐‘™๐‘Ž๐‘›๐‘๐‘–๐‘›๐‘”, ๐‘Ž๐‘›๐‘‘ ๐‘ ๐‘ก๐‘Ÿ๐‘’๐‘ ๐‘ -๐‘ก๐‘’๐‘ ๐‘ก๐‘–๐‘›๐‘” ๐‘๐‘–๐‘๐‘’๐‘™๐‘–๐‘›๐‘’๐‘ .

๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ๐ž๐ ๐ฆ๐จ๐๐š๐ฅ๐ข๐ญ๐ข๐ž๐ฌ:
๐Ÿฉป ๐‘…๐‘Ž๐‘‘๐‘–๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ: ๐‘‹๐‘…, ๐ด๐‘›๐‘”๐‘–๐‘œ/๐ท๐‘†๐ด, ๐‘€๐‘…๐ผ, ๐‘ˆ๐‘™๐‘ก๐‘Ÿ๐‘Ž๐‘ ๐‘œ๐‘ข๐‘›๐‘‘, ๐ถ๐‘‡ (๐‘–๐‘›๐‘ก๐‘’๐‘›๐‘ ๐‘–๐‘ก๐‘ฆ-๐‘๐‘Ÿ๐‘’๐‘ ๐‘’๐‘Ÿ๐‘ฃ๐‘–๐‘›๐‘”)
๐Ÿ”ฌ ๐‘€๐‘–๐‘๐‘Ÿ๐‘œ๐‘ ๐‘๐‘œ๐‘๐‘ฆ: โ„Ž๐‘–๐‘ ๐‘ก๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ / ๐‘๐‘ฆ๐‘ก๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ / ๐‘ ๐‘™๐‘–๐‘‘๐‘’๐‘ 
๐Ÿ“ท ๐‘€๐‘Ž๐‘๐‘Ÿ๐‘œ๐‘ ๐‘๐‘œ๐‘๐‘ฆ: ๐‘‘๐‘’๐‘Ÿ๐‘š๐‘Ž๐‘ก๐‘œ๐‘™๐‘œ๐‘”๐‘ฆ / ๐‘’๐‘›๐‘‘๐‘œ๐‘ ๐‘๐‘œ๐‘๐‘ฆ / ๐‘”๐‘Ÿ๐‘œ๐‘ ๐‘  ๐‘–๐‘š๐‘Ž๐‘”๐‘’๐‘ 

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Try it: https://mlhs.ink/synthetica/

#MedicalAI #ComputerVision #DatasetCuration #DataAugmentation #SyntheticData #Radiology #Pathology #MLinHealthScience