Search Results - "complex-valued convolutional autoencoder"

Complex-Valued Convolutional Autoencoder and Spatial Pixel-Squares Refinement for Polarimetric SAR Image Classification by Shang, Ronghua, Wang, Guangguang, A. Okoth, Michael, Jiao, Licheng

“… In this work, a complex-valued convolutional autoencoder network (CV-CAE) is proposed. CV-CAE extends the encoding and decoding of CAE to complex domain so that the phase information can be adopted…”
Get full text

An Attention Based Complex-valued Convolutional Autoencoder for GEO SA-Bi SAR Ship Target Refocusing by Lian, Meng, Bolic, Miodrag

“… Inspired by the recent success of artificial neural network (ANN) and deep learning (DL) in optical image processing, an improved complex-valued convolutional autoencoder (ICV-CAE…”
Get full text

Deep-Learning-Based Dictionary Construction for MIMO Radar Detection in Complex Scenes by Wang, Hongyan, Zhou, He, Guo, Qinghua, Li, Jun

“…, where the nonlinear characteristics of the received signal are effectively represented and corrected using a complex-valued convolutional autoencoder (CVCAE) network…”
Get full text

SAR Images Unsupervised Feature Abstraction with A Complex-valued Convolutional Autoencoder by He, Jinling, Jin, Yuhang, Tian, Sirui, Wang, Chao, Zhang, Hong

“…Although deep neural network has achieved great success in Automatic Target Recognition with Synthetic Aperture Radar (SAR-ATR), there are still two major…”
Get full text

Preserving polarimetric properties in PolSAR image reconstruction through Complex-Valued Auto-Encoders by Gabot, Quentin, Fix, Jeremy, Frontera-Pons, Joana, Ren, Chengfang, Ovarlez, Jean-Philippe

“… In this paper, we employ complex-valued neural networks and study the performance of complex-valued convolutional autoencoders…”
Get full text