BriefGPT.xyz
Oct, 2021
图解图像分类器
Cartoon Explanations of Image Classifiers
HTML
PDF
Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok
TL;DR
CartoonX是一种新颖的模型无关的解释方法,针对图像分类器,基于率失真解释(RDE)框架,它通过要求其解释在小波域中是稀疏的来提取图像的相关平滑部分,尤其适用于分类错误问题,并且实现更低的失真和更少的系数。
Abstract
We present
cartoonx
(Cartoon Explanation), a novel model-agnostic explanation method tailored towards
image classifiers
and based on the
rate-dis
→