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cs.CV2023
Two-Stage Holistic and Contrastive Explanation of Image Classification
Weiyan Xie, Xiao-Hui Li, Zhi Lin +3
The need to explain the output of a deep neural network classifier is now widely recognized. While previous methods typically explain a single class in the output, we advocate expl…
cs.CV2022★ 2 cited
ViT-CX: Causal Explanation of Vision Transformers
Weiyan Xie, Xiao-Hui Li, Caleb Chen Cao +1
Despite the popularity of Vision Transformers (ViTs) and eXplainable AI (XAI), only a few explanation methods have been designed specially for ViTs thus far. They mostly use attent…