3 citations · 5 across the 4 of their papers we have counts for
4 papers
Layered Depth Refinement with Mask Guidance
Soo Ye Kim, Jianming Zhang, Simon Niklaus +4
Depth maps are used in a wide range of applications from 3D rendering to 2D image effects such as Bokeh. However, those predicted by single image depth estimation (SIDE) models oft…
Verifying the Causes of Adversarial Examples
Honglin Li, Yifei Fan, Frieder Ganz +2
The robustness of neural networks is challenged by adversarial examples that contain almost imperceptible perturbations to inputs, which mislead a classifier to incorrect outputs i…
An Adaptive View of Adversarial Robustness from Test-time Smoothing Defense
Chao Tang, Yifei Fan, Anthony Yezzi
The safety and robustness of learning-based decision-making systems are under threats from adversarial examples, as imperceptible perturbations can mislead neural networks to compl…
Towards an Understanding of Neural Networks in Natural-Image Spaces
Yifei Fan, Anthony Yezzi
Two major uncertainties, dataset bias and adversarial examples, prevail in state-of-the-art AI algorithms with deep neural networks. In this paper, we present an intuitive explanat…