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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