Be Careful When Evaluating Explanations Regarding Ground Truth
H Baniecki, M Chrabaszcz, A Holzinger… - arXiv preprint arXiv …, 2023 - arxiv.org
Evaluating explanations of image classifiers regarding ground truth, eg segmentation masks
defined by human perception, primarily evaluates the quality of the models under …
defined by human perception, primarily evaluates the quality of the models under …
When less is more: Simplifying inputs aids neural network understanding
How do neural network image classifiers respond to simpler and simpler inputs? And what
do such responses reveal about the learning process? To answer these questions, we need …
do such responses reveal about the learning process? To answer these questions, we need …
A singular value perspective on model robustness
M Jere, M Kumar, F Koushanfar - arXiv preprint arXiv:2012.03516, 2020 - arxiv.org
Convolutional Neural Networks (CNNs) have made significant progress on several
computer vision benchmarks, but are fraught with numerous non-human biases such as …
computer vision benchmarks, but are fraught with numerous non-human biases such as …
Leveraging Differences in AI and Human “Vision” to Improve Breast Cancer Detection
TS Mehta - Radiology, 2023 - pubs.rsna.org
literature supporting the use of AI to complement radiologists' role in screening
mammography, with different models proposed in a double-reading environment. The …
mammography, with different models proposed in a double-reading environment. The …
Neural network structure simplification by assessing evolution in node weight magnitude
The increasing complexity of artificial intelligence models has given rise to extensive work
toward understanding the inner workings of neural networks. Much of that work, however …
toward understanding the inner workings of neural networks. Much of that work, however …
Interpretable rotator cuff tear diagnosis using MRI slides with CAMscore and SHAP
Rotator Cuff Tears (RCTs) are primarily age-related musculoskeletal disorders affecting the
shoulder region. In this paper, we present a research effort that aims to construct a Computer …
shoulder region. In this paper, we present a research effort that aims to construct a Computer …
[PDF][PDF] Animal Instinct: AI Learning without an Arousal System
R Ayala - 2022 - scholarworks.calstate.edu
Artificial Intelligence (AI) research is broadly broken up into Narrow AI research and Artificial
General Intelligence (AGI). Narrow AI are AI that can complete specific tasks (such as image …
General Intelligence (AGI). Narrow AI are AI that can complete specific tasks (such as image …
Towards Automation and Human Assessment of Objective Skin Quantification
JSA Alarifi - 2022 - e-space.mmu.ac.uk
The goal of this study is to provide an objective criterion for computerised skin quality
assessment. Humans have been impacted by a variety of face features. Utilising eye …
assessment. Humans have been impacted by a variety of face features. Utilising eye …
Enhancing machine vision using human cognition from EEG analysis
A Mishra - 2022 - knowledgecommons.lakeheadu.ca
Visual classification is the perceptible/computational effort of arranging objects and visual
contexts into distinct labels. Humans and machines have mastered this advanced problem …
contexts into distinct labels. Humans and machines have mastered this advanced problem …