Search Results for author: Tony Joseph

Found 3 papers, 1 papers with code

Ensemble Squared: A Meta AutoML System

no code implementations10 Dec 2020 Jason Yoo, Tony Joseph, Dylan Yung, S. Ali Nasseri, Frank Wood

There are currently many barriers that prevent non-experts from exploiting machine learning solutions ranging from the lack of intuition on statistical learning techniques to the trickiness of hyperparameter tuning.

AutoML BIG-bench Machine Learning +1

Joint Spatial and Layer Attention for Convolutional Networks

no code implementations16 Jan 2019 Tony Joseph, Konstantinos G. Derpanis, Faisal Z. Qureshi

In this paper, we propose a novel approach that learns to sequentially attend to different Convolutional Neural Networks (CNN) layers (i. e., ``what'' feature abstraction to attend to) and different spatial locations of the selected feature map (i. e., ``where'') to perform the task at hand.

Camera Localization Classification +2

EdgeConnect: Generative Image Inpainting with Adversarial Edge Learning

20 code implementations1 Jan 2019 Kamyar Nazeri, Eric Ng, Tony Joseph, Faisal Z. Qureshi, Mehran Ebrahimi

The edge generator hallucinates edges of the missing region (both regular and irregular) of the image, and the image completion network fills in the missing regions using hallucinated edges as a priori.

Image Inpainting

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