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Learning a Deep Convolutional Network for Speckle Noise Reduction in Underwater Sonar Images

https://doi.org/10.1145/3318299.3318358
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s10851-007-0652-yopenalex-snapshot
A Variational Approach to Reconstructing Images Corrupted by Poisson Noise
inferredcites →https://doi.org/10.1007/s10915-012-9650-3openalex-snapshot
Higher-Order TV Methods—Enhancement via Bregman Iteration
inferredcites →https://doi.org/10.1007/s11042-018-6521-4openalex-snapshot
A convolutional neural networks denoising approach for salt and pepper noise
inferredcites →https://doi.org/10.1007/s11263-007-0052-1openalex-snapshot
Nonlocal Image and Movie Denoising
inferredcites →https://doi.org/10.1016/0167-2789(92)90242-fopenalex-snapshot
Nonlinear total variation based noise removal algorithms
inferredcites →https://doi.org/10.1016/j.image.2018.06.016openalex-snapshot
Mixed Gaussian-impulse noise reduction from images using convolutional neural network
inferredcites →https://doi.org/10.1016/j.jvcir.2016.04.024openalex-snapshot
Speckle noise removal via nonlocal low-rank regularization
inferredcites →https://doi.org/10.1016/j.mri.2014.03.004openalex-snapshot
Generalized total variation-based MRI Rician denoising model with spatially adaptive regularization parameters
inferredcites →https://doi.org/10.1016/j.sigpro.2011.12.015openalex-snapshot
Multiplicative noise removal via sparse and redundant representations over learned dictionaries and total variation
inferredcites →https://doi.org/10.1038/nature14539openalex-snapshot
Deep learning
inferredcites →https://doi.org/10.1049/iet-cvi.2017.0332openalex-snapshot
Variational total curvature model for multiplicative noise removal
inferredcites →https://doi.org/10.1088/1612-202x/aa5690openalex-snapshot
Speckle noise reduction for optical coherence tomography images via non-local weighted group low-rank representation
inferredcites →https://doi.org/10.1109/42.730398openalex-snapshot
Speckle reduction and contrast enhancement of echocardiograms via multiscale nonlinear processing
inferredcites →https://doi.org/10.1109/cvpr.1993.341010openalex-snapshot
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/joe.2011.2157729openalex-snapshot
FPGA-Based Adaptive Speckle Suppression Filter for Underwater Imaging Sonar
inferredcites →https://doi.org/10.1109/jproc.2010.2040551openalex-snapshot
Dictionaries for Sparse Representation Modeling
inferredcites →https://doi.org/10.1109/jstars.2016.2531178openalex-snapshot
Denoising of Hyperspectral Images Using Group Low-Rank Representation
inferredcites →https://doi.org/10.1109/jstars.2018.2805290openalex-snapshot
A Bandwise Noise Model Combined With Low-Rank Matrix Factorization for Hyperspectral Image Denoising
inferredcites →https://doi.org/10.1109/proc.1979.11283openalex-snapshot
Underwater acoustic imaging
inferredcites →https://doi.org/10.1109/tci.2016.2644865openalex-snapshot
Loss Functions for Image Restoration With Neural Networks
inferredcites →https://doi.org/10.1109/tcyb.2016.2521428openalex-snapshot
Weighted Joint Sparse Representation for Removing Mixed Noise in Image
inferredcites →https://doi.org/10.1109/tgrs.2002.802473openalex-snapshot
SAR speckle reduction using wavelet denoising and Markov random field modeling
inferredcites →https://doi.org/10.1109/tgrs.2011.2161586openalex-snapshot
A Nonlocal SAR Image Denoising Algorithm Based on LLMMSE Wavelet Shrinkage
inferredcites →https://doi.org/10.1109/tip.2007.901238openalex-snapshot
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
inferredcites →https://doi.org/10.1109/tip.2009.2024064openalex-snapshot
Nonlocal means-based speckle filtering for ultrasound images
inferredcites →https://doi.org/10.1109/tip.2014.2308432openalex-snapshot
Speckle Reduction via Higher Order Total Variation Approach
inferredcites →https://doi.org/10.1109/tip.2016.2552402openalex-snapshot
A Nonlocal TV-Based Variational Method for PolSAR Data Speckle Reduction
inferredcites →https://doi.org/10.1109/tip.2017.2662206openalex-snapshot
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
inferredcites →https://doi.org/10.1109/tip.2017.2713099openalex-snapshot
Deep Convolutional Neural Network for Inverse Problems in Imaging
inferredcites →https://doi.org/10.1109/tip.2017.2771471openalex-snapshot
Sparse and Low-Rank Decomposition of a Hankel Structured Matrix for Impulse Noise Removal
inferredcites →https://doi.org/10.1109/tip.2018.2859044openalex-snapshot
Class-Aware Fully Convolutional Gaussian and Poisson Denoising
inferredcites →https://doi.org/10.1117/1.jei.24.3.033026openalex-snapshot
Box-constrained second-order total generalized variation minimization with a combined L1,2 data-fidelity term for image reconstruction
inferredcites →https://doi.org/10.1117/1.jei.27.5.053006openalex-snapshot
Spatially adaptive total generalized variation-regularized image deblurring with impulse noise
inferredcites →https://doi.org/10.1137/040616024openalex-snapshot
A Review of Image Denoising Algorithms, with a New One
inferredcites →https://doi.org/10.1137/060671814openalex-snapshot
A Variational Approach to Removing Multiplicative Noise
inferredcites →https://doi.org/10.1364/oe.18.008338openalex-snapshot
General Bayesian estimation for speckle noise reduction in optical coherence tomography retinal imagery
inferredcites →https://doi.org/10.48550/arxiv.1502.03167openalex-snapshot
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
inferredcites →https://doi.org/10.5555/2319074.2321415openalex-snapshot
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
inferredcites →https://doi.org/10.5555/3026877.3026899openalex-snapshot
TensorFlow: A system for large-scale machine learning

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4500671openalex-extracted
inferred← citeshttps://doi.org/10.1007/s10032-024-00463-0openalex-snapshot
An unsupervised automatic organization method for Professor Shirakawa’s hand-notated documents of oracle bone inscriptions
inferred← citeshttps://doi.org/10.1007/s11760-024-03625-zopenalex-snapshot
Sonar image denoising and segmentation techniques based on neutrosophic set
inferred← citeshttps://doi.org/10.1016/j.engappai.2026.116304openalex-snapshot
Task-driven joint denoising and super-resolution of side-scan sonar images based on knowledge distillation
inferred← citeshttps://doi.org/10.1080/13682199.2023.2240599openalex-snapshot
Performance evaluation of linear and nonlinear filters for despeckling B mode foetal heart ultrasound images
inferred← citeshttps://doi.org/10.1109/access.2020.3005024openalex-snapshot
An Efficient Collaborative Filtering Method for Image Noise and Artifact Removal
inferred← citeshttps://doi.org/10.1109/icaica52286.2021.9497945openalex-snapshot
X-Ray Image Enhancement Using Blind Denoising Neural Networks
inferred← citeshttps://doi.org/10.1109/icra48891.2023.10160646openalex-snapshot
Conditional GANs for Sonar Image Filtering with Applications to Underwater Occupancy Mapping
inferred← citeshttps://doi.org/10.1109/jsen.2022.3229406openalex-snapshot
A Reverberation Noise Suppression Method of Sonar Image Based on Shearlet Transform
inferred← citeshttps://doi.org/10.1109/jsen.2023.3324438openalex-snapshot
Deep Learning Algorithms for Sonar Imagery Analysis and Its Application in Aquaculture: A Review
inferred← citeshttps://doi.org/10.1109/jsen.2026.3661175openalex-snapshot
Noise-Robust Object Detection for Forward-Looking Sonar Imagery
inferred← citeshttps://doi.org/10.1109/oceans51537.2024.10682361openalex-snapshot
Improving SONAR Image Classification Performance Via Denoising
inferred← citeshttps://doi.org/10.1117/1.oe.60.12.123107openalex-snapshot
Speckle noise reduction in coherent imaging systems via hybrid median–mean filter
inferred← citeshttps://doi.org/10.1145/3458380.3458384openalex-snapshot
Logarithmic Retinex Decomposition-Aided Convolutional Neural Networks for Low-Light Image Enhancement
inferred← citeshttps://doi.org/10.1145/3498851.3498952openalex-snapshot
X-ray Image Blind Denoising in Hybrid Noise Based on Convolutional Neural Networks
inferred← citeshttps://doi.org/10.3390/jmse12122234openalex-snapshot
Sonar-Based Simultaneous Localization and Mapping Using the Semi-Direct Method
inferred← citeshttps://doi.org/10.3390/math13071043openalex-snapshot
Recent Progress in Ocean Intelligent Perception and Image Processing and the Impacts of Nonlinear Noise
inferred← citeshttps://doi.org/10.46604/peti.2020.6082openalex-snapshot
Mixed Noise Removal by Processing of Patches
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