Ziyin Ma — accepted AI-conference papers

2022

A Wavelet-Based Dual-Stream Network for Underwater Image Enhancement

ICASSP 2022accepted

We present a wavelet-based dual-stream network that addresses color cast and blurry details in underwater images. We handle these artifacts separately by decomposing an input image into multiple frequency bands using discrete wavelet transform, which generates the downsampled structure image and det…

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2022

Improving Generalization of Deep Networks for Estimating Physical Properties of Containers and Fillings

Hengyi Wang, Chaoran Zhu, Ziyin Ma, Changjae Oh

ICASSP 2022accepted

We present methods to estimate the physical properties of house-hold containers and their fillings manipulated by humans. We use a lightweight, pre-trained convolutional neural network with coordinate attention as a backbone model of the pipelines to accurately locate the object of interest and esti…

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