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Survey of vision transformers and hybrid CNN-transformer variants

Survey of vision transformers and hybrid CNN-transformer variants


A survey of the Vision Transformers and its CNN-Transformer based Variants

arXiv paper abstract https://arxiv.org/abs/2305.09880



Vision transformers have recently become popular as a possible alternative to convolutional neural networks (CNNs) for a variety of computer vision applications.


... the hybridization of convolution and self-attention mechanisms in vision transformers is gaining popularity due to their ability of exploiting both local and global image representations.


These CNN-Transformer architectures also known as hybrid vision transformers have shown remarkable results for vision applications.


... due to the rapidly growing number of these hybrid vision transformers, there is a need for a taxonomy and explanation of these architectures.


This survey presents a taxonomy of the recent vision transformer architectures, and more specifically that of the hybrid vision transformers.


... the key features of each architecture such as the attention mechanisms, positional embeddings, multi-scale processing, and convolution are also discussed ...



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