Search Results - multi-scale convolutional sparse coding~

Unsupervised Transfer Learning via Multi-Scale Convolutional Sparse Coding for Biomedical Applications by Chang, Hang, Han, Ju, Zhong, Cheng, Snijders, Antoine M., Mao, Jian-Hua

“… In this paper, we proposed a novel multi-scale convolutional sparse coding (MSCSC) method, that (I) automatically learns filter banks at different scales in a joint…”
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Remote sensing image super-resolution using multi-scale convolutional sparse coding network by Cheng, Ruihong, Wang, Huajun, Luo, Ping

“… Therefore, this paper presents a novel multiscale convolutional sparse coding network (MCSCN) to carry out the remote sensing images SR reconstruction with rich details…”
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Frequency-splitting dynamic MRI reconstruction using multi-scale 3D convolutional sparse coding and automatic parameter selection by Nguyen-Duc, Thanh, Quan, Tran Minh, Jeong, Won-Ki

“…] In this paper, we propose a novel image reconstruction algorithm using multi-scale 3D convolutional sparse coding and a spectral decomposition technique for highly undersampled dynamic Magnetic Resonance Imaging (MRI) data…”
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Revisiting Convolutional Sparse Coding for Image Denoising: From a Multi-Scale Perspective by Xu, Jingyi, Deng, Xin, Xu, Mai

“…Recently, convolutional sparse coding (CSC) has shown great success in many image processing tasks, such as image super-resolution and image separation…”
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Compressed sensing dynamic MRI reconstruction using multi-scale 3D convolutional sparse coding with elastic net regularization by Nguyen-Duc, Thanh, Jeong, Won-Ki

“…In this paper, we introduce a fast alternating method to reconstruct highly undersampled dynamic MRI data by using multi-scale 3D convolutional sparse coding…”
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Structural residual learning for single image rain removal by Wang, Hong, Wu, Yichen, Xie, Qi, Zhao, Qian, Liang, Yong, Zhang, Shijun, Meng, Deyu

“…To alleviate the adverse effect of rain streaks in image processing tasks, CNN-based single image rain removal methods have been recently proposed. However,…”
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Prior-DualGAN: Rain rendering from coarse to fine by Hu, Mingdi, Yang, Jingbing, Yu, Jianxun, Jing, Bingyi

“…The success of deep neural networks (DNN) in deraining has led to increased research in rain rendering. In this paper, we introduce a novel Prior-DualGAN…”
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Online Rain/Snow Removal from Surveillance Videos by Li, Minghan, Cao, Xiangyong, Zhao, Qian, Zhang, Lei, Meng, Deyu

“…Video rain/snow removal from surveillance videos is an important task in the computer vision community since rain/snow existed in videos can severely…”
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Multi-Scale Feedback Convolutional Sparse Coding Network for Saliency Detection in Remote Sensing Images by Huang, Zhou, Chen, Huai-Xin, Bai, Cheng-Wu, Yan, Li-Li

“…). By exploring the multi-scale characteristics of RSI, combining convolutional sparse coding (CSC) and convolutional neural network…”
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Image Denoising Algorithm Based on Deep Multi-scale Convolution Sparse Coding by Yin, Haitao, Wang, Tianyou

“…Aiming at the problem of lacking of interpretability of deep image denoising networks, this paper proposes a multi-scale convolutional sparse coding network（MSCSC-Net…”
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基于深度多尺度卷积稀疏编码的图像去噪算法 by 尹海涛, 王天由

“…TP391; 针对图像去噪深度网络缺乏可解释性的问题,利用深度展开思想,提出了一种基于多尺度卷积稀疏编码的深度去噪网络(MSCSC-Net).首先利用多尺度卷积字典,构建了多尺度卷…”
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An Intelligent System Approach for Probabilistic Volume Rendering Using Hierarchical 3D Convolutional Sparse Coding by Quan, Tran Minh, Choi, Junyoung, Jeong, Haejin, Jeong, Won-Ki

“… hierarchical multi-scale 3D convolutional sparse coding, a novel extension of the state-of-the-art learning-based sparse feature representation method…”
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JPEG Artifacts Reduction via Deep Convolutional Sparse Coding by Fu, Xueyang, Zha, Zheng-Jun, Wu, Feng, Ding, Xinghao, Paisley, John

“…To effectively reduce JPEG compression artifacts, we propose a deep convolutional sparse coding (DCSC…”
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Rain Removal of Single Image Based on Directional Gradient Priors by Huang, Shuying, Xu, Yating, Ren, Mingyang, Yang, Yong, Wan, Weiguo

“… while removing the rain streaks. First, to solve the problem of residual rain streaks, on the basis of the sparse convolutional coding model, two directional gradient regularization terms are proposed to constrain the direction…”
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Low Dose CT Noise Artifact Reduction Based on Multi-scale Weighted Convolutional Coding Network by Liu, Jin, Xia, Zhenyu, Kang, Yanqin, Qiang, Jun

“… In this paper, we aims to obtain high-quality images from LDCT image using a multi-scale weighted convolutional coding network (MW-CCN…”
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A novel image enhancement method based on image decomposition and deep neural networks by Xiao, Yao, Xia, Youshen

“…•We propose a novel image decomposition-based optimization model for low-light image enhancement, by using the total variation and multi-scale convolutional sparse coding to precisely represent…”
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Single image super resolution using dictionary learning and sparse coding with multi-scale and multi-directional Gabor feature representation by Ayas, Selen, Ekinci, Murat

“… In this paper, a novel multi-scale and multi-directional feature descriptor approach is proposed to improve SR quality…”
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Improving the prediction of DNA-protein binding by integrating multi-scale dense convolutional network with fault-tolerant coding by Yin, Yu-Hang, Shen, Long-Chen, Jiang, Yuanhao, Gao, Shang, Song, Jiangning, Yu, Dong-Jun

“… of the sequencing technology itself. To address this, we propose a novel computational method, termed MSDenseNet, which combines a new fault-tolerant coding (FTC…”
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Anomaly Detection In Retinal Images Using Multi-Scale Deep Feature Sparse Coding by Das, Sourya Dipta, Dutta, Saikat, Shah, Nisarg A., Mahapatra, Dwarikanath, Ge, Zongyuan

“… We have proposed a simple, memory efficient, easy to train method which followed a multi-step training technique that incorporated autoencoder training and Multi-Scale Deep Feature Sparse Coding (MDFSC…”
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Faulty-Feeder Detection Based on Sparse Waveform Encoding and Simple Convolutional Neural Network with Multi-Scale Filters and One Layer of Convolution by Jiawei Yuan, Tong Wu, Zaibin Jiao

“… This paper proposes an innovative waveform encoding method and details a simple convolutional neural network (CNN…”
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