EL-VIT: Probing vision transformer with interactive visualization

• Main Authors: ZHOU, Hong, ZHANG, Rui, LAI, Peifeng, GUO, Chaoran, WANG, Yong, SUN, Zhida, LI, Junjie
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Education Tool; Explainable AI; Vision Transformer; Visual Analysis; Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/8708; https://ink.library.smu.edu.sg/context/sis_research/article/9711/viewcontent/EL_VIT_av.pdf
• Institution: Singapore Management University

Nowadays, Vision Transformer (ViT) is widely utilized in various computer vision tasks, owing to its unique self-attention mechanism. However, the model architecture of ViT is complex and often challenging to comprehend, leading to a steep learning curve. ViT developers and users frequently encounte...