18 citations · 30 across the 3 of their papers we have counts for
5 papers
CNN-Based Real-Time Parameter Tuning for Optimizing Denoising Filter Performance
Subhayan Mukherjee, Navaneeth Kamballur Kottayil, Xinyao Sun +1
We propose a novel direction to improve the denoising quality of filtering-based denoising algorithms in real time by predicting the best filter parameter value using a Convolution…
CNN-based InSAR Coherence Classification
Subhayan Mukherjee, Aaron Zimmer, Xinyao Sun +2
Interferometric Synthetic Aperture Radar (InSAR) imagery based on microwaves reflected off ground targets is becoming increasingly important in remote sensing for ground movement e…
CNN-based InSAR Denoising and Coherence Metric
Subhayan Mukherjee, Aaron Zimmer, Navaneeth Kamballur Kottayil +3
Interferometric Synthetic Aperture Radar (InSAR) imagery for estimating ground movement, based on microwaves reflected off ground targets is gaining increasing importance in remote…
An Unsupervised Generative Neural Approach for InSAR Phase Filtering and Coherence Estimation
Subhayan Mukherjee, Aaron Zimmer, Xinyao Sun +2
Phase filtering and pixel quality (coherence) estimation is critical in producing Digital Elevation Models (DEMs) from Interferometric Synthetic Aperture Radar (InSAR) images, as i…
DeepInSAR: A Deep Learning Framework for SAR Interferometric Phase Restoration and Coherence Estimation
Xinyao Sun, Aaron Zimmer, Subhayan Mukherjee +3
Over the past decade, Interferometric Synthetic Aperture Radar (InSAR) has become a successful remote sensing technique. However, during the acquisition step, microwave reflections…