[HTML][HTML] Explainable Artificial Intelligence for Image Segmentation and for Estimation of Optical Aberrations

K Vinogradova - 2023 - tud.qucosa.de
Abstract (EN) State-of-the-art machine learning methods such as convolutional neural
networks (CNNs) are frequently employed in computer vision. Despite their high …

A Guided Tour of Post-hoc XAI Techniques in Image Segmentation

SN Hasany, F Mériaudeau, C Petitjean - World Conference on Explainable …, 2024 - Springer
Deep learning models have shown tremendous gains in computer vision in the last decade.
However, given their highly non-linear nature, they are often seen as black-boxes. This has …

Interactive visualization and representation analysis applied to glacier segmentation

M Zheng, X Miao, K Sankaran - ISPRS International Journal of Geo …, 2022 - mdpi.com
Interpretability has attracted increasing attention in earth observation problems. We apply
interactive visualization and representation analysis to guide the interpretation of glacier …

Visual Explanations of High-dimensional and Temporal Processes/eingereicht von DI Andreas Hinterreiter

A Hinterreiter - 2022 - epub.jku.at
Visualization and machine learning research are both driven by a desire to extract insights
from data. However, the means to this end differ substantially between the two fields. While …

[引用][C] Post-hoc XAI in Medical Image Segmentation: The Journey Thus Far

SN Hasany, F Mériaudeau, C Petitjean - 2024