Survey of computer vision using transformers by Jamil
Survey of computer vision using transformers by Jamil
A Comprehensive Survey of Transformers for Computer Vision
arXiv paper abstract https://arxiv.org/abs/2211.06004
arXiv PDF paper https://arxiv.org/pdf/2211.06004.pdf
As a special type of transformer, Vision Transformers (ViTs) are used to various computer vision applications (CV), such as image recognition.
… The purpose of this survey is to present the first application of ViTs in CV.
… first step … classify different CV applications where ViTs are applicable.
CV applications include image classification, object detection, image segmentation, image compression, image super-resolution, image denoising, and anomaly detection.
… next step is to review the state-of-the-art in each category and list the available models.
Following that, … present a detailed analysis and comparison of each model and list its pros and cons …
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