no code implementations • 10 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.
no code implementations • 16 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.
20 code implementations • 1 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.
Ranked #10 on Image Inpainting on Places2