24 citations · 24 across the 3 of their papers we have counts for
6 papers
Egocentric Deep Multi-Channel Audio-Visual Active Speaker Localization
Hao Jiang, Calvin Murdock, Vamsi Krishna Ithapu
Augmented reality devices have the potential to enhance human perception and enable other assistive functionalities in complex conversational environments. Effectively capturing th…
Reframing Neural Networks: Deep Structure in Overcomplete Representations
Calvin Murdock, George Cazenavette, Simon Lucey
In comparison to classical shallow representation learning techniques, deep neural networks have achieved superior performance in nearly every application benchmark. But despite th…
Architectural Adversarial Robustness: The Case for Deep Pursuit
George Cazenavette, Calvin Murdock, Simon Lucey
Despite their unmatched performance, deep neural networks remain susceptible to targeted attacks by nearly imperceptible levels of adversarial noise. While the underlying cause of…
Dataless Model Selection with the Deep Frame Potential
Calvin Murdock, Simon Lucey
Choosing a deep neural network architecture is a fundamental problem in applications that require balancing performance and parameter efficiency. Standard approaches rely on ad-hoc…
Deep Component Analysis via Alternating Direction Neural Networks
Calvin Murdock, Ming-Fang Chang, Simon Lucey
Despite a lack of theoretical understanding, deep neural networks have achieved unparalleled performance in a wide range of applications. On the other hand, shallow representation…
Blockout: Dynamic Model Selection for Hierarchical Deep Networks
Calvin Murdock, Zhen Li, Howard Zhou +1
Most deep architectures for image classification--even those that are trained to classify a large number of diverse categories--learn shared image representations with a single mod…