2 papers
cs.CV2025
Dynamic Accumulated Attention Map for Interpreting Evolution of Decision-Making in Vision Transformer
Yi Liao, Yongsheng Gao, Weichuan Zhang
Various Vision Transformer (ViT) models have been widely used for image recognition tasks. However, existing visual explanation methods can not display the attention flow hidden in…
cs.CV2024
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models
Yi Liao, Yongsheng Gao, Weichuan Zhang
In this paper, we present a Neuron Abandoning Attention Flow (NAFlow) method to address the open problem of visually explaining the attention evolution dynamics inside CNNs when ma…