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Systemic sclerosis accurately screened on laptop


“We believe that the proposed network architecture could easily be implemented in a clinical setting, providing a simple, inexpensive and accurate screening tool for SSc.”
According to the University of Houston, early diagnosis of SSc is critical but often elusive. Studies have shown that organ involvement could occur far earlier than expected in the early phase of the disease, but early diagnosis and determining the extent of disease progression pose a significant challenge for physicians, resulting in delays in therapy and management.
In artificial intelligence, deep learning organises algorithms into layers – an artificial neural network – that can make its own decisions. To speed up the learning process, the new network was trained using the parameters of MobileNetV2, a mobile vision application, pre-trained on the ImageNet dataset with 1.4 million images. ....

Metin Akay , Johns Dunn , Yasemin Akay , Convolutional Neural Networks Cnns , Biomedical Engineering Department , University Of Houston , Endowed Chair Professor , Convolutional Neural Networks , ஜான்ஸ் டன் , உயிர் மருத்துவ பொறியியல் துறை , பல்கலைக்கழகம் ஆஃப் ஹூஸ்டன் , வழங்கப்பட்டது நாற்காலி ப்ரொஃபெஸர் ,

Screening for skin disease on your laptop


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IMAGE: Metin Akay, John S. Dunn Endowed Chair Professor of biomedical engineering at University of Houston, has developed a new deep neural network that provides early diagnosis of systemic sclerosis, a.
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Credit: University of Houston
The founding chair of the Biomedical Engineering Department at the University of Houston is reporting a new deep neural network architecture that provides early diagnosis of systemic sclerosis (SSc), a rare autoimmune disease marked by hardened or fibrous skin and internal organs. The proposed network, implemented using a standard laptop computer (2.5 GHz Intel Core i7), can immediately differentiate between images of healthy skin and skin with systemic sclerosis. ....

Yasmin Akay , Yasemin Akay , Chandra Mohan , Johns Dunn , Metin Akay , Cheryl Shersen , Minghua Wu , Ting Chen , Convolutional Neural Networks Cnns , Biomedical Engineering Department , University Of Houston , Intel Core , Endowed Chair Professor , Convolutional Neural Networks , Shervin Assassi , Texas Health Science Center , சந்திரா மோகன் , ஜான்ஸ் டன் , டிங் சென் , உயிர் மருத்துவ பொறியியல் துறை , பல்கலைக்கழகம் ஆஃப் ஹூஸ்டன் , இன்டெல் கோர் , வழங்கப்பட்டது நாற்காலி ப்ரொஃபெஸர் , டெக்சாஸ் ஆரோக்கியம் அறிவியல் மையம் ,