Search Results for author: Hien V. Nguyen

Found 7 papers, 2 papers with code

Multiple Class Novelty Detection Under Data Distribution Shift

no code implementations ECCV 2020 Poojan Oza, Hien V. Nguyen, Vishal M. Patel

To this end, we consider the problem of multiple class novelty detection under dataset distribution shift to improve the novelty detection performance.

Domain Adaptation Novelty Detection +1

Deep reinforcement learning in medical imaging: A literature review

no code implementations5 Mar 2021 S. Kevin Zhou, Hoang Ngan Le, Khoa Luu, Hien V. Nguyen, Nicholas Ayache

Deep reinforcement learning (DRL) augments the reinforcement learning framework, which learns a sequence of actions that maximizes the expected reward, with the representative power of deep neural networks.

Lesion Detection Miscellaneous +3

DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep Networks

3 code implementations7 Jun 2019 Aryan Mobiny, Hien V. Nguyen, Supratik Moulik, Naveen Garg, Carol C. Wu

In this paper, we develop a theoretical framework to approximate Bayesian inference for DNNs by imposing a Bernoulli distribution on the model weights.

Autonomous Driving Bayesian Inference +2

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