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Deep learning feature extraction for target recognition and classification in underwater sonar images

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

inferredcites →https://doi.org/10.1007/978-3-540-49886-5openalex-snapshot
The Handbook of Sidescan Sonar
inferredcites →https://doi.org/10.1007/s11263-015-0816-yopenalex-snapshot
ImageNet Large Scale Visual Recognition Challenge
inferredcites →https://doi.org/10.1016/b978-0-240-80740-9.50068-4openalex-snapshot
Digital Image Processing
inferredcites →https://doi.org/10.1049/ic:20060079openalex-snapshot
Target recognition in synthetic aperture and high resolution sidescan sonar
inferredcites →https://doi.org/10.1109/cvpr.2005.177openalex-snapshot
Histograms of Oriented Gradients for Human Detection
inferredcites →https://doi.org/10.1109/cvpr.2015.7298594openalex-snapshot
Going deeper with convolutions
inferredcites →https://doi.org/10.1109/icpr.1994.576366openalex-snapshot
Performance evaluation of texture measures with classification based on Kullback discrimination of distributions
inferredcites →https://doi.org/10.1109/tpami.2012.231openalex-snapshot
Learning Hierarchical Features for Scene Labeling
inferredcites →https://doi.org/10.1126/science.1127647openalex-snapshot
Reducing the Dimensionality of Data with Neural Networks
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1162/neco.2006.18.7.1527openalex-snapshot
A Fast Learning Algorithm for Deep Belief Nets
inferredcites →https://doi.org/10.1561/2200000006openalex-snapshot
Learning Deep Architectures for AI
inferredcites →https://doi.org/10.1561/9781601982957openalex-snapshot
Learning Deep Architectures for AI
inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot
Very Deep Convolutional Networks for Large-Scale Image Recognition
inferredcites →https://doi.org/10.48550/arxiv.1412.6806openalex-snapshot
Striving for Simplicity: The All Convolutional Net
inferredcites →https://doi.org/10.7551/mitpress/7496.003.0016openalex-snapshot
Scaling Learning Algorithms toward AI

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

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Survey on Deep Learning Techniques Used for Classification of Underwater Sonar Images
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SVM Based Dynamic Target Detection in Underwater Sonar Image
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A Real-Time Aerial Semantic Segmentation System Based on U-Net Deep Learning Using Drone Images
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Multi-scale constraints and perturbation consistency for semi-supervised sonar image segmentation
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Different treatments of pixels in unlabeled images for semi- supervised sonar image segmentation
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Zero shot objects classification method of side scan sonar image based on synthesis of pseudo samples
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Deep Learning based Object Detection via Style-transferred Underwater Sonar Images
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Saliency and Anomaly: Transition of Concepts from Natural Images to Side-Scan Sonar Images
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Side scan sonar image augmentation for sediment classification using deep learning based transfer learning approach
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SDNet: Image‐based sonar detection network for multi‐scale objects
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Torpedo electromagnetic fuze active interference recognition based on improved AlexNet
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Small-target and diversity oriented underwater sonar image augmentation
inferred← citeshttps://doi.org/10.1088/1755-1315/1551/1/012056openalex-snapshot
Analysis of Different Backscatter Normalization Angles from a Multibeam Echosounder System using Deep Learning Features for Seafloor Characterization
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Underwater Object Classification in Sidescan Sonar Images Using Deep Transfer Learning and Semisynthetic Training Data
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A CNN-Based Approach for Lung 3D-CT Registration
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Optimizing the Sediment Classification of Small Side-Scan Sonar Images Based on Deep Learning
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Deep Learning Architectures for Navigation Using Forward Looking Sonar Images
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Comparative Analysis of SVM and CNN for Sonar Signal Classification Using Sparse Arrays
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Seabed sediments classification based on side-scan sonar images with adaptive feature fusion and metric learning
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Robust Adversarial Classification via Abstaining
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Signalization of objects on the sonar images using neural network segmentation methods
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Object Classification in Underwater SONAR Images using Transfer Learning Based Ensemble Model
inferred← citeshttps://doi.org/10.1109/icaccs51430.2021.9441804openalex-snapshot
Semantic Segmentation of Underwater Images using UNet architecture based Deep Convolutional Encoder Decoder Model
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Recognition of Underwater Objects Using Deep Learning in Matlab
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YOLOv8-SE: Underwater Structural Object Detection Algorithm Based on Multibeam Forward-Looking Sonar
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Torpedo Electromagnetic Fuze Active Interference Recognition Based on Improved AlexNet
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Open-Set Recognition for Underwater Target Echoes Using Generative Adversarial Networks in Time-Frequency Domain
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Novelty Detection in Passive Sonar Systems using Stacked AutoEncoders
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Demo Abstract: An Underwater Sonar-Based Drowning Detection System
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On the Use of Tiny Convolutional Neural Networks for Human-Expert-Level Classification Performance in Sonar Imagery
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Automatic Target Recognition for Mine Countermeasure Missions Using Forward-Looking Sonar Data
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Transfer Learning and Few-Shot Learning Based Deep Neural Network Models for Underwater Sonar Image Classification With a Few Samples
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Synthetic Sonar Image Simulation with Various Seabed Conditions for Automatic Target Recognition
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Smart Glove and Hand Gesture-based Control Interface For Multi-rotor Aerial Vehicles
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Adaptive Double-Branch Fusion Conditional Diffusion Model for Underwater Image Restoration
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Comprehensive Sample Augmentation by Fully Considering SSS Imaging Mechanism and Environment for Shipwreck Detection Under Zero Real Samples
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Sonar Images Classification While Facing Long-Tail and Few-Shot
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A Sample Augmentation Method for Side-Scan Sonar Full-Class Images That Can Be Used for Detection and Segmentation
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Seabed Sediment Mapping Based on Physical Property-Guided Graph Fusion Network and Multibeam Data
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Directional Sensor Planning for Occlusion Avoidance
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Using Pretrained AlexNet Deep Learning Neural Network for Recognition of Underwater Objects
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Deep Learning Feature Extraction for Brain Tumor Characterization and Detection
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Accuracy Prevents Robustness in Perception-based Control
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Accuracy Prevents Robustness in Perception-based Control
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Side-Scan Sonar Imaging: Automatic Boulder Identification
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Fault diagnosis of full-drive AUV based on graph theory and recurrent neural network
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Underwater Object Classification in SAS Images Based on a Deformable Residual Network and Transfer Learning
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Semantic Segmentation of Side-Scan Sonar Images with Few Samples
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Underwater Target Recognition Based on Multi-Decision LOFAR Spectrum Enhancement: A Deep-Learning Approach
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Method for Augmenting Side-Scan Sonar Seafloor Sediment Image Dataset Based on BCEL1-CBAM-INGAN
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Sub-Bottom Sediment Classification Employing a Multi-Attribute Temporal Convolutional Network
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Semi-Automated Classification of Side-Scan Sonar Data for Mapping Sabellaria spinulosa Reefs in the Brown Bank, Dutch Continental Shelf
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Side-Scan Sonar Small Objects Detection Based on Improved YOLOv11
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A Universal Automatic Bottom Tracking Method of Side Scan Sonar Data Based on Semantic Segmentation
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An Integrated Horizon Picking Method for Obtaining the Main and Detailed Reflectors on Sub-Bottom Profiler Sonar Image
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Bubble Plume Target Detection Method of Multibeam Water Column Images Based on Bags of Visual Word Features
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Sonar Image Target Detection Based on Style Transfer Learning and Random Shape of Noise under Zero Shot Target
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ECNet: Efficient Convolutional Networks for Side Scan Sonar Image Segmentation
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Classification of Underwater Target Based on S-ResNet and Modified DCGAN Models
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Threats from and Countermeasures for Unmanned Aerial and Underwater Vehicles
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Autonomous Underwater Vehicles: Identifying Critical Issues and Future Perspectives in Image Acquisition
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DS-SIAUG: A Self-Training Approach Using a Disrupted Student Model for Enhanced Side-Scan Sonar Image Augmentation
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Deep Learning in Military Applications
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Robust and Real-Time Detection of Underwater Sonar Image Representations by Using Fast Transferred Design Learning Method
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DUICM Deep Underwater Image Classification Mobdel using Convolutional Neural Networks
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Deep Neural Networks for Marine Debris Detection in Sonar Images
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