What Sketch Explainability Really Means for Downstream Tasks

arXiv:2403.09480v1 Announce Type: new
Abstract: In this paper, we explore the unique modality of sketch for explainability, emphasising the profound impact of human strokes compared to conventional pixel-oriented studies. Beyond explanations of network behavior, we discern the genuine implications of explainability across diverse downstream sketch-related tasks. We propose a lightweight and portable explainability solution -- a seamless plugin that integrates effortlessly with any pre-trained model, eliminating the need for re-training. Demonstrating its adaptability, we present four applications: highly studied retrieval …

abstract arxiv behavior beyond cs.ai cs.cv diverse explainability explore human impact network paper pixel studies tasks type