SVM or deep learning? A comparative study on remote sensing image classification

No abstract is available for this paper.

• Publication year

  2016

• Venue

  Soft Computing - A Fusion of Foundations, Methodologies and Applications

• Publication date

  2016-07-12

• Fields of study

  Computer Science, Environmental Science

• Identifiers
  DOI 10.1007/s00500-016-2247-2
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Target Classification Using the Deep Convolutional Networks for SAR Images

  2016influential reference
• Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

  2016cited by this paper
• Scene Classification via a Gradient Boosting Random Convolutional Network Framework

  2016cited by this paper
• Automated Detection of Three-Dimensional Cars in Mobile Laser Scanning Point Clouds Using DBM-Hough-Forests

  2016cited by this paper
• Deep Learning

  2015cited by this paper
• Unsupervised Deep Feature Extraction for Remote Sensing Image Classification

  2015cited by this paper
• Deep Neural Nets as a Method for Quantitative Structure-Activity Relationships

  2015cited by this paper
• Compressed-Domain Ship Detection on Spaceborne Optical Image Using Deep Neural Network and Extreme Learning Machine

  2015cited by this paper
• Performance of Support Vector Machines and Artificial Neural Network for Mapping Endangered Tree Species Using WorldView-2 Data in Dukuduku Forest, South Africa

  2015cited by this paper
• Object Detection in Optical Remote Sensing Images Based on Weakly Supervised Learning and High-Level Feature Learning

  2015cited by this paper
• Deep neural networks are easily fooled: High confidence predictions for unrecognizable images

  2014cited by this paper
• Joint Training of a Convolutional Network and a Graphical Model for Human Pose Estimation

  2014cited by this paper
• Deep learning of the tissue-regulated splicing code

  2014cited by this paper
• Sequence to Sequence Learning with Neural Networks

  2014cited by this paper
• Application of Deep Belief Networks for Natural Language Understanding

  2014cited by this paper
• On the importance of initialization and momentum in deep learning

  2013cited by this paper
• Learning Hierarchical Features for Scene Labeling

  2013cited by this paper
• Connectomic reconstruction of the inner plexiform layer in the mouse retina

  2013cited by this paper
• Deep convolutional neural networks for LVCSR

  2013cited by this paper
• ImageNet classification with deep convolutional neural networks

  2012cited by this paper
• Online particle detection with Neural Networks based on topological calorimetry information

  2012cited by this paper
• Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

  2012cited by this paper
• Natural Language Processing (Almost) from Scratch

  2011cited by this paper
• A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification

  2011cited by this paper
• Strategies for training large scale neural network language models

  2011cited by this paper
• Recognizing linked events: Searching the space of feasible explanations

  2009cited by this paper
• Extracting and composing robust features with denoising autoencoders

  2008cited by this paper
• Supporting Online Material for Reducing the Dimensionality of Data with Neural Networks

  2006cited by this paper
• Greedy Layer-Wise Training of Deep Networks

  2006cited by this paper
• Kernel Methods for Pattern Analysis

  2004cited by this paper
• Classification of hyperspectral remote sensing images with support vector machines

  2004cited by this paper
• The Nature of Statistical Learning Theory

  2000cited by this paper
• A Tutorial on Support Vector Machines for Pattern Recognition

  1998cited by this paper
• A logical calculus of the ideas immanent in nervous activity

  1990cited by this paper

• A Metaheuristic-Driven Deep Feature Selection Approach for Hyperspectral Image Classification

  2026cites this paper
• Large-Margin Hyperdimensional Computing: A Learning-Theoretical Perspective

  2026cites this paper
• Impact of Atmospheric Correction on Machine Learning-Based Land Cover Classification: Insights from the Sil Canyon (NW Spain)

  2026cites this paper
• Identifying Barong Tagalog Textile Using Convolutional Neural Network and Support Vector Machine with Structural Pattern Segmentation

  2025cites this paper
• Machine Learning-Based Quantification of Lateral Flow Assay Using Smartphone-Captured Images

  2025cites this paper
• Bridging data-driven and process-based approaches for hydrological modeling in the tropics: insights from the Kelani River Basin, Sri Lanka

  2025cites this paper
• Estimating coastal mangrove aboveground biomass of Zhejiang province based on sentinel-2 images and multiple machine learning algorithms

  2025cites this paper
• Greenhouse Mapping and Crop Type Classification for Small-Scale Farms Using Airborne Laser Scanning

  2025cites this paper
• UAV-Based Multimodal Monitoring of Tea Anthracnose with Temporal Standardization

  2025cites this paper
• Land Use Classification using Ensemble Hybrid Model: A Study on the UC Merced Dataset

  2025cites this paper
• Investigating the role of AI explanations in lay individuals’ comprehension of radiology reports: A metacognition lens

  2025cites this paper
• Prediction of laccase activity in deep eutectic solvents by combining COSMO-RS and machine learning techniques

  2025cites this paper
• Deep Learning-Based Speech Emotion Recognition: Evaluating CNN, CLSTM, and LSTM Models

  2025cites this paper
• Protecting autonomous systems from GPS spoofing with a machine learning-driven approach

  2025cites this paper
• Integrating UAV and high-resolution satellite remote sensing for multi-scale rice disease monitoring

  2025cites this paper
• Enhanced  Speech Emotion RecognitionUsing AudioSignal Processing with   CNN Assistance

  2025cites this paper
• Hybrid machine learning approaches to piston defect detection in industrial applications

  2025cites this paper
• Biophysical drivers of Pinus nigra subsp. salzmannii post-fire regeneration: role of fire refugia

  2025cites this paper
• Cross-scale observation of riparian vegetation: Testing the potential of satellite-UAV-Field integrated observations for large-scale herbaceous species

  2025cites this paper
• Bamboo Plant Classification Using Deep Transfer Learning with a Majority Multiclass Voting Algorithm

  2024cites this paper
• New Cointegration-Based Feature Extraction Technique for Intelligent Bearing Fault Detection Under Time-Varying Speed

  2024cites this paper
• Sentinel-2 versus PlanetScope Images for Goldenrod Invasive Plant Species Mapping

  2024cites this paper
• A Comparative Study of Pattern Recognition Models on the PaviaU Dataset

  2024cites this paper
• Deep hierarchical spectral-spatial feature fusion for hyperspectral image classification based on convolutional neural network

  2024cites this paper
• Speech Recognition System based on Wavelet Multi- Resolution Analysis using One-Dimensional CNN-LSTM Network

  2024cites this paper
• A comparative study of machine learning algorithms for sediment classification in debris flow fans using UAV imagery: a case study in the Ohya landslide scar, Japan

  2024cites this paper
• Spatial Distribution and Influencing Factors of Daylily Cultivation in the Farming–Pastoral Ecotone of Northern China

  2024cites this paper
• Classification of Behaviour in Conventional and Slow-Growing Strains of Broiler Chickens Using Tri-Axial Accelerometers

  2024cites this paper
• Attention Optimization in AI-Aided Drowning Diagnosis Using Post-Mortem CT to Mitigate Overfitting with Limited Training Data

  2024cites this paper
• Machine learning versus deep learning in land system science: a decision-making framework for effective land classification

  2024cites this paper
• Smart Fabrics with Integrated Pathogen Detection, Repellency, and Antimicrobial Properties for Healthcare Applications

  2024cites this paper
• A novel few shot learning derived architecture for long-term HbA1c prediction

  2024cites this paper
• Detection of oak decline using radiative transfer modelling and machine learning from multispectral and thermal RPAS imagery

  2024cites this paper
• Assessing the impact of sediment characteristics on vegetation recovery in debris flow fans: A case study of the Ohya Region, Japan

  2024cites this paper
• Automatic topology and capacity generation framework for urban drainage systems with deep learning-based landuse segmentation and hydrological characterization

  2024cites this paper
• An Automated Machine Learning Framework for Adaptive and Optimized Hyperspectral-Based Land Cover and Land-Use Segmentation

  2024cites this paper
• Multiclass Classification of Remote Sensing Images Using Deep Learning Techniques

  2023cites this paper
• High-resolution imaging coupled with deep learning model for classifying water body of Soyang Lake, South Korea

  2023cites this paper
• Machine learning approach for the detection of vitamin D level: a comparative study

  2023cites this paper
• Develop an integrated candlestick technical analysis model using meta-heuristic algorithms

  2023cites this paper
• Remote fruit fly detection using computer vision and machine learning-based electronic trap

  2023cites this paper
• Intra‐nucleus mosaic pattern (InMop) and whole‐cell Haralick combined‐descriptor for identifying and characterizing acute leukemia blasts on single cell peripheral blood images

  2023cites this paper
• Machine Learning Approaches Identify Chemical Features for Stage-Specific Antimalarial Compounds

  2023cites this paper
• Exploring the impact of urbanization on flood characteristics with the SCS-TRITON method

  2023cites this paper
• Optimized Extraction Method of Fruit Planting Distribution Based on Spectral and Radar Data Fusion of Key Time Phase

  2023cites this paper
• Developing a CNN-based, block-scale oriented Local Climate Zone mapping approach: A case study in Guangzhou

  2023cites this paper
• Seismic damage prediction of RC buildings using machine learning

  2023cites this paper
• Using Unmanned Aerial Vehicles to Evaluate Revegetation Success on Natural Gas Pipelines

  2023cites this paper
• Application of metaheuristic optimization based support vector machine for milling cutter health monitoring

  2023cites this paper
• Evaluating Urban Vitality of Street Blocks Based on Multi-Source Geographic Big Data: A Case Study of Shenzhen

  2023cites this paper
• Classification of Motor-Imagery Tasks Using a Large EEG Dataset by Fusing Classifiers Learning on Wavelet-Scattering Features

  2023cites this paper
• Fusing Ultra-Hyperspectral and High Spatial Resolution Information for Land Cover Classification Based on AISAIBIS Sensor and Phase Camera

  2023cites this paper
• Evaluating capabilities of machine learning algorithms for aquatic vegetation classification in temperate wetlands using multi-temporal Sentinel-2 data

  2023cites this paper
• Machine vision-based gradient-boosted tree and support vector regression for tool life prediction in turning

  2023cites this paper
• Tree species identification in ex situ conservation areas using WorldView-2 Satellite Data and Machine Learning Methods: a case study in the Bogor Botanic Garden

  2023cites this paper
• Simplex-Based Proximal Multicategory Support Vector Machine

  2023cites this paper
• Deep Feature Enhancement Method for Land Cover With Irregular and Sparse Spatial Distribution Features: A Case Study on Open-Pit Mining

  2023cites this paper
• A downscaling and bias correction method for climate model ensemble simulations of local-scale hourly precipitation

  2023cites this paper
• A Spatio-Temporal Neural Network Learning System for City-Scale Carbon Storage Capacity Estimating

  2023cites this paper
• Soundscape analysis using eco-acoustic indices for the birds biodiversity assessment in urban parks (case study: Isfahan City, Iran)

  2023cites this paper
• Digital innovations in higher education management and mechanisms for high-quality training of students

  2023cites this paper
• Utilization of synthetic minority oversampling technique for improving potato yield prediction using remote sensing data and machine learning algorithms with small sample size of yield data

  2023cites this paper
• Development of a Google Earth Engine-Based Application for the Management of Shallow Coral Reefs Using Drone Imagery

  2023cites this paper
• Ascertaining Speech Emotion using Attention-based Convolutional Neural Network Framework

  2023cites this paper
• Implementation of Support Vector Machine for Recycled Plastic Bottles Detection

  2023cites this paper
• Classification of Alpine Grasslands in Cold and High Altitudes Based on Multispectral Landsat-8 Images: A Case Study in Sanjiangyuan National Park, China

  2022influential citation
• Research on Automatic Identification Method of Terraces on the Loess Plateau Based on Deep Transfer Learning

  2022cites this paper
• Simulation model and fault analysis of air circulation system of the aircraft based on grasshopper optimization algorithm: support vector machine

  2022cites this paper
• Using Drones to Evaluate Revegetation Success on Natural Gas Pipelines

  2022cites this paper
• A refinement strategy for identification of scientific software from bioinformatics publications

  2022influential citation
• Application of GoogLeNet for ocean-front tracking

  2022cites this paper
• Deforestation by Afforestation: Land Use Change in the Coastal Range of Chile

  2022cites this paper
• Optical fringe analysis using support vector machine

  2022cites this paper
• A bias correction method for precipitation through recognizing mesoscale precipitation systems corresponding to weather conditions

  2022cites this paper
• Review of Applications of Artificial Intelligence Algorithms in Pavement Management

  2022cites this paper
• A Comparative Study of Convolutional Neural Networks and Conventional Machine Learning Models for Lithological Mapping Using Remote Sensing Data

  2022cites this paper
• An Efficient Algorithm for Ocean-Front Evolution Trend Recognition

  2022cites this paper
• Mapping sequences and mineral deposits in poorly exposed lithologies of inaccessible regions in Azad Jammu and Kashmir using SVM with ASTER satellite data

  2022cites this paper
• Relationship Strength of Handwriting Consistency and Number of Local Features with the Accuracy of a Handwritten Forgery Detection Model

  2022influential citation
• Reduction of training data for support vector machine: a survey

  2022cites this paper
• A Survey on Active Deep Learning: From Model Driven to Data Driven

  2022cites this paper
• Red tide detection based on high spatial resolution broad band optical satellite data

  2022cites this paper
• Automatic detection of short-term sleepiness state. Sequence-to-Sequence modelling with global attention mechanism

  2022cites this paper
• Survey on Recent Trends in Medical Image Classification Using Semi-Supervised Learning

  2022cites this paper
• Tool life prognostics in CNC turning of AISI 4140 steel using neural network based on computer vision

  2022cites this paper
• Prior Knowledge-Based Deep Convolutional Neural Networks for Fine Classification of Land Covers in Surface Mining Landscapes

  2022cites this paper
• The simplicity of XGBoost algorithm versus the complexity of Random Forest, Support Vector Machine, and Neural Networks algorithms in urban forest classification

  2022cites this paper
• Detection of Forged Handwriting Through Analyzation of Handwritten Characters Using Support Vector Machine

  2022cites this paper
• High-resolution 3D mapping of cold-water coral reefs using machine learning

  2022influential citation
• A comprehensive systematic review of deep learning methods for hyperspectral images classification

  2022cites this paper
• A revisit for the diagnosis of the hollow ball screw conditions based classification using deep learning

  2022cites this paper
• Active Deep Learning for Hyperspectral Image Classification With Uncertainty Learning

  2022cites this paper
• Research on temporal and spatial evolution of land use and landscape pattern in Anshan City based on GEE

  2022cites this paper
• Performance of quantum kernel on initial learning process

  2022cites this paper
• Support vector machine versus convolutional neural network for hyperspectral image classification: A systematic review

  2022influential citation
• Subject-specific whole-brain parcellations of nodes and boundaries are modulated differently under 10 Hz rTMS

  2022cites this paper
• Multiscale Feature Weighted-Aggregating and Boundary Enhancement Network for Semantic Segmentation of High-Resolution Remote Sensing Images

  2022cites this paper
• Autism Spectrum Disorder Classification Using Deep Learning

  2021cites this paper
• Improving Handwritten Arabic Text Recognition Using an Adaptive Data-Augmentation Algorithm

  2021cites this paper
• Fast Shot Boundary Detection Based on Separable Moments and Support Vector Machine

  2021cites this paper