Vision Transformers in medical computer vision—A contemplative retrospection

نویسندگان

چکیده

Vision Transformers (ViTs), with the magnificent potential to unravel information contained within images, have evolved as one of most contemporary and dominant architectures that are being used in field computer vision. These immensely utilized by plenty researchers perform new well former experiments. Here, this article, we investigate intersection vision transformers medical images. We proffered an overview various ViT based frameworks different decipher obstacles surveyed applications areas such image-based disease classification, anatomical structure segmentation, registration, region-based lesion detection, captioning, report generation, reconstruction using multiple imaging modalities greatly assist diagnosis hence treatment process. Along this, also demystify several Moreover, get more insight deeper understanding, self-attention mechanism is explained briefly. Conclusively, solutions for each image analytics task critically analyzed, open challenges discussed pointers possible future direction deliberated. hope review article will research directions researchers.

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ژورنال

عنوان ژورنال: Engineering Applications of Artificial Intelligence

سال: 2023

ISSN: ['1873-6769', '0952-1976']

DOI: https://doi.org/10.1016/j.engappai.2023.106126