Convolution-Transformer for Image Feature Extraction
Lirong Yin, Lei Wang, Siyu Lu, Ruiyang Wang, Youshuai Yang, Bo Yang, Shan Liu, Ahmed Alsanad, Salman A. AlQahtani, Zhengtong Yin, Xiaolu Li, Xiaobing Chen, Wenfeng Zheng
Abstract
This study addresses the limitations of Transformer models in image feature extraction, particularly their lack of inductive bias for visual structures. Compared to Convolutional Neural Networks (CNNs), the Transformers are m... | Find, read and cite all the research you need on Tech Science Press
Topics & Concepts
Computer scienceFeature extractionConvolution (computer science)Artificial intelligenceImage (mathematics)Pattern recognition (psychology)Computer visionArtificial neural networkNeural Networks and ApplicationsImage Processing and 3D ReconstructionImage Processing Techniques and Applications