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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 6 | Month- June 2024
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Published Paper Details:
Paper Title
Explaining Autonomous Pneumonia Disease Detection Using Grad-CAM For Improved Decision Support
Authors
Om Chavan, Yash Bijoor, Chahat Kothari, Arjun Jaiswal
Keywords
artificial intelligence, machine learning, black box, explainability, transparency, interpretablility
Abstract
In recent years, artificial intelligence and machine learning has made major strides in the field of medicine. The medical sector requires a high level of accountability and transparency. Reliable machine decisions and predictions require explanations to justify their outcomes. This necessitates increased interpretability and a deeper understanding of the underlying mechanisms of algorithms. However, the black box nature of deep learning remains a challenge, leading to limited comprehension of many machine decisions. The reason radiologists are weary of using AI is because they do not trust model predictions without any form of explainability. Thus, we aim to create a system that not only focuses on interpretability and explainability but also has a high enough accuracy to make it reliable enough to be trusted and used by radiologists.
IJCRT's Publication Details
Unique Identification Number - IJCRT2312674
Paper ID - 248439
Page Number(s) - g35-g43
Pubished in - Volume 11 | Issue 12 | December 2023
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Om Chavan, Yash Bijoor, Chahat Kothari, Arjun Jaiswal, "Explaining Autonomous Pneumonia Disease Detection Using Grad-CAM For Improved Decision Support", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 12, pp.g35-g43, December 2023, Available at :http://www.ijcrt.org/papers/IJCRT2312674.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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