Search Results for author: Diaa Badawi

Found 6 papers, 0 papers with code

Block Walsh-Hadamard Transform Based Binary Layers in Deep Neural Networks

no code implementations7 Jan 2022 Hongyi Pan, Diaa Badawi, Ahmet Enis Cetin

In both 1-D and 2-D layers, we compute the binary WHT of the input feature map and denoise the WHT domain coefficients using a nonlinearity which is obtained by combining soft-thresholding with the tanh function.

Denoising

Multiplication-Avoiding Variant of Power Iteration with Applications

no code implementations22 Oct 2021 Hongyi Pan, Diaa Badawi, Runxuan Miao, Erdem Koyuncu, Ahmet Enis Cetin

In this paper, we introduce multiplication-avoiding power iteration (MAPI), which replaces the standard $\ell_2$-inner products that appear at the regular power iteration (RPI) with multiplication-free vector products which are Mercer-type kernel operations related with the $\ell_1$ norm.

Image Reconstruction Recommendation Systems

Robust Principal Component Analysis Using a Novel Kernel Related with the L1-Norm

no code implementations25 May 2021 Hongyi Pan, Diaa Badawi, Erdem Koyuncu, A. Enis Cetin

We consider a family of vector dot products that can be implemented using sign changes and addition operations only.

Image Reconstruction

Discrete Cosine Transform Based Causal Convolutional Neural Network for Drift Compensation in Chemical Sensors

no code implementations12 Nov 2020 Diaa Badawi, Agamyrat Agambayev, Sule Ozev, A. Enis Cetin

Our results show that we can have an accurate and smooth drift estimate even when the observed sensor signal is very noisy.

Detecting Gas Vapor Leaks Using Uncalibrated Sensors

no code implementations20 Aug 2019 Diaa Badawi, Tuba Ayhan, Sule Ozev, Chengmo Yang, Alex Orailoglu, A. Enis Çetin

Chemical and infra-red sensors generate distinct responses under similar conditions because of sensor drift, noise or resolution errors.

Time Series Time Series Analysis

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