Výsledky vyhledávání - multi-scale convolutional sparse coding
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Unsupervised Transfer Learning via Multi-Scale Convolutional Sparse Coding for Biomedical Applications
ISSN: 0162-8828, 2160-9292, 1939-3539Vydáno: United States IEEE 01.05.2018Vydáno v IEEE transactions on pattern analysis and machine intelligence (01.05.2018)“… 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
ISSN: 1932-6203, 1932-6203Vydáno: San Francisco Public Library of Science 26.10.2022Vydáno v PloS one (26.10.2022)“… 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
ISSN: 1361-8415, 1361-8423, 1361-8423Vydáno: Netherlands Elsevier B.V 01.04.2019Vydáno v Medical image analysis (01.04.2019)“…] 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
ISSN: 1070-9908, 1558-2361Vydáno: New York IEEE 2022Vydáno v IEEE signal processing letters (2022)“…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
ISSN: 1945-8452Vydáno: IEEE 01.04.2018Vydáno v Proceedings (International Symposium on Biomedical Imaging) (01.04.2018)“…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
ISSN: 0950-7051, 1872-7409Vydáno: Amsterdam Elsevier B.V 15.02.2021Vydáno v Knowledge-based systems (15.02.2021)“…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
ISSN: 0923-5965Vydáno: Elsevier B.V 01.11.2024Vydáno v Signal processing. Image communication (01.11.2024)“…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
ISSN: 1057-7149, 1941-0042, 1941-0042Vydáno: United States IEEE 01.01.2021Vydáno v IEEE transactions on image processing (01.01.2021)“…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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Image Denoising Algorithm Based on Deep Multi-scale Convolution Sparse Coding
ISSN: 1002-137XVydáno: Chongqing Guojia Kexue Jishu Bu 01.04.2023Vydáno v Ji suan ji ke xue (01.04.2023)“…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
ISSN: 1002-137XVydáno: 南京邮电大学自动化学院、人工智能学院 南京210023 15.04.2023Vydáno v 计算机科学 (15.04.2023)“…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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Multi-Scale Feedback Convolutional Sparse Coding Network for Saliency Detection in Remote Sensing Images
ISSN: 2153-7003Vydáno: IEEE 11.07.2021Vydáno v IEEE International Geoscience and Remote Sensing Symposium proceedings (11.07.2021)“…). By exploring the multi-scale characteristics of RSI, combining convolutional sparse coding (CSC) and convolutional neural network…”
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An Intelligent System Approach for Probabilistic Volume Rendering Using Hierarchical 3D Convolutional Sparse Coding
ISSN: 1077-2626, 1941-0506, 1941-0506Vydáno: United States IEEE 01.01.2018Vydáno v IEEE transactions on visualization and computer graphics (01.01.2018)“… 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
ISSN: 2380-7504Vydáno: IEEE 01.10.2019Vydáno v Proceedings / IEEE International Conference on Computer Vision (01.10.2019)“…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
ISSN: 2076-3417, 2076-3417Vydáno: Basel MDPI AG 01.11.2022Vydáno v Applied sciences (01.11.2022)“… 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
Vydáno: IEEE 13.11.2021Vydáno v 2021 7th International Conference on Systems and Informatics (ICSAI) (13.11.2021)“… 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
ISSN: 0031-3203Vydáno: Elsevier Ltd 01.04.2026Vydáno v Pattern recognition (01.04.2026)“…•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
ISSN: 0020-0255, 1872-6291Vydáno: Elsevier Inc 01.02.2020Vydáno v Information sciences (01.02.2020)“… 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
ISSN: 0003-2697, 1096-0309, 1096-0309Vydáno: 01.11.2022Vydáno v Analytical biochemistry (01.11.2022)“… 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
ISSN: 1945-8452Vydáno: IEEE 28.03.2022Vydáno v Proceedings (International Symposium on Biomedical Imaging) (28.03.2022)“… 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
ISSN: 2096-0042Vydáno: China electric power research institute 01.09.2025Vydáno v CSEE Journal of Power and Energy Systems (01.09.2025)“… This paper proposes an innovative waveform encoding method and details a simple convolutional neural network (CNN…”
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