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A Novel Semisupervised Active-Learning Algorithm for Hyperspectral Image Classification

https://doi.org/10.1109/tgrs.2017.2650938
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Active Learning for Regression Based on Query by Committee
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A novel approach for change detection of remotely sensed images using semi-supervised multiple classifier system
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A storage allocation algorithm for outbound containers based on the outer–inner cellular automaton
inferredcites →https://doi.org/10.1016/j.isprsjprs.2013.12.011openalex-snapshot
Efficient, simultaneous detection of multi-class geospatial targets based on visual saliency modeling and discriminative learning of sparse coding
inferredcites →https://doi.org/10.1016/j.patcog.2014.12.016openalex-snapshot
Ensemble manifold regularized sparse low-rank approximation for multiview feature embedding
inferredcites →https://doi.org/10.1016/j.rse.2007.07.028openalex-snapshot
Recent advances in techniques for hyperspectral image processing
inferredcites →https://doi.org/10.1016/j.tcs.2010.12.054openalex-snapshot
Two faces of active learning
inferredcites →https://doi.org/10.1023/a:1007330508534openalex-snapshot
Selective Sampling Using the Query by Committee Algorithm
inferredcites →https://doi.org/10.1109/cvpr.2013.116openalex-snapshot
Adaptive Active Learning for Image Classification
inferredcites →https://doi.org/10.1109/iccv.2015.203openalex-snapshot
Weakly-and Semi-Supervised Learning of a Deep Convolutional Network for Semantic Image Segmentation
inferredcites →https://doi.org/10.1109/iccv.2015.500openalex-snapshot
Linearization to Nonlinear Learning for Visual Tracking
inferredcites →https://doi.org/10.1109/icpr.2004.1334570openalex-snapshot
Active learning to recognize multiple types of plankton
inferredcites →https://doi.org/10.1109/igarss.2012.6350814openalex-snapshot
Semi-supervised active learning for urban hyperspectral image classification
inferredcites →https://doi.org/10.1109/igarss.2015.7326799openalex-snapshot
A hierarchical learning paradigm for semi-supervised classification of remote sensing images
inferredcites →https://doi.org/10.1109/jstars.2014.2355843openalex-snapshot
A Novel Semi-Supervised Method for Obtaining Finer Resolution Urban Extents Exploiting Coarser Resolution Maps
inferredcites →https://doi.org/10.1109/jstsp.2011.2123077openalex-snapshot
Active Learning via Multi-View and Local Proximity Co-Regularization for Hyperspectral Image Classification
inferredcites →https://doi.org/10.1109/jstsp.2011.2139193openalex-snapshot
A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification
inferredcites →https://doi.org/10.1109/lgrs.2016.2521418openalex-snapshot
A Novel MRF-Based Multifeature Fusion for Classification of Remote Sensing Images
inferredcites →https://doi.org/10.1109/msp.2013.2279179openalex-snapshot
Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods
inferredcites →https://doi.org/10.1109/tcyb.2014.2362959openalex-snapshot
Semi-Supervised Multitask Learning for Scene Recognition
inferredcites →https://doi.org/10.1109/tgrs.2006.877950openalex-snapshot
A Novel Transductive SVM for Semisupervised Classification of Remote-Sensing Images
inferredcites →https://doi.org/10.1109/tgrs.2007.895416openalex-snapshot
Semi-Supervised Graph-Based Hyperspectral Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2007.910220openalex-snapshot
An Active Learning Approach to Hyperspectral Data Classification
inferredcites →https://doi.org/10.1109/tgrs.2008.2010404openalex-snapshot
Active Learning Methods for Remote Sensing Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2010.2072929openalex-snapshot
Batch-Mode Active-Learning Methods for the Interactive Classification of Remote Sensing Images
inferredcites →https://doi.org/10.1109/tgrs.2010.2083673openalex-snapshot
A Fast Cluster-Assumption Based Active-Learning Technique for Classification of Remote Sensing Images
inferredcites →https://doi.org/10.1109/tgrs.2012.2197860openalex-snapshot
Tensor Discriminative Locality Alignment for Hyperspectral Image Spectral–Spatial Feature Extraction
inferredcites →https://doi.org/10.1109/tgrs.2012.2205263openalex-snapshot
Spectral–Spatial Classification of Hyperspectral Data Using Loopy Belief Propagation and Active Learning
inferredcites →https://doi.org/10.1109/tgrs.2012.2230268openalex-snapshot
Generalized Composite Kernel Framework for Hyperspectral Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2013.2249522openalex-snapshot
Definition of Effective Training Sets for Supervised Classification of Remote Sensing Images by a Novel Cost-Sensitive Active Learning Method
inferredcites →https://doi.org/10.1109/tgrs.2013.2255297openalex-snapshot
Spectral-Spatial Constraint Hyperspectral Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2013.2258676openalex-snapshot
SVM Active Learning Approach for Image Classification Using Spatial Information
inferredcites →https://doi.org/10.1109/tgrs.2013.2265322openalex-snapshot
Double Constrained NMF for Hyperspectral Unmixing
inferredcites →https://doi.org/10.1109/tgrs.2014.2305516openalex-snapshot
A Novel SOM-SVM-Based Active Learning Technique for Remote Sensing Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2014.2305805openalex-snapshot
Active and Semisupervised Learning for the Classification of Remote Sensing Images
inferredcites →https://doi.org/10.1109/tgrs.2014.2319373openalex-snapshot
Extended Random Walker-Based Classification of Hyperspectral Images
inferredcites →https://doi.org/10.1109/tgrs.2014.2359933openalex-snapshot
Collaborative Active and Semisupervised Learning for Hyperspectral Remote Sensing Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2014.2375351openalex-snapshot
Robust Hyperspectral Image Target Detection Using an Inequality Constraint
inferredcites →https://doi.org/10.1109/tgrs.2015.2393857openalex-snapshot
Effective and Efficient Midlevel Visual Elements-Oriented Land-Use Classification Using VHR Remote Sensing Images
inferredcites →https://doi.org/10.1109/tgrs.2015.2445767openalex-snapshot
Classification of Hyperspectral Images by Exploiting Spectral–Spatial Information of Superpixel via Multiple Kernels
inferredcites →https://doi.org/10.1109/tgrs.2016.2517242openalex-snapshot
Kernel Low-Rank and Sparse Graph for Unsupervised and Semi-Supervised Classification of Hyperspectral Images
inferredcites →https://doi.org/10.1109/tgrs.2016.2603190openalex-snapshot
Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification
inferredcites →https://doi.org/10.1109/tgrs.2016.2604290openalex-snapshot
Random-Walker-Based Collaborative Learning for Hyperspectral Image Classification
inferredcites →https://doi.org/10.1109/tip.2015.2405335openalex-snapshot
Spatial Coherence-Based Batch-Mode Active Learning for Remote Sensing Image Classification
inferredcites →https://doi.org/10.1109/tip.2016.2545248openalex-snapshot
Hyperspectral Image Target Detection Improvement Based on Total Variation
inferredcites →https://doi.org/10.1109/tnn.2011.2108315openalex-snapshot
Structural Regularized Support Vector Machine: A Framework for Structural Large Margin Classifier
inferredcites →https://doi.org/10.1109/tpami.2002.1017616openalex-snapshot
An efficient k-means clustering algorithm: analysis and implementation
inferredcites →https://doi.org/10.1145/1143844.1143897openalex-snapshot
Batch mode active learning and its application to medical image classification
inferredcites →https://doi.org/10.1145/130385.130417openalex-snapshot
Query by committee
inferredcites →https://doi.org/10.1145/1961189.1961199openalex-snapshot
LIBSVM
inferredcites →https://doi.org/10.1145/2487575.2487643openalex-snapshot
Querying discriminative and representative samples for batch mode active learning
inferredcites →https://doi.org/10.1145/2700408openalex-snapshot
Querying Discriminative and Representative Samples for Batch Mode Active Learning
inferredcites →https://doi.org/10.1613/jair.612openalex-snapshot
Committee-Based Sample Selection for Probabilistic Classifiers
inferredcites →https://doi.org/10.5555/1046920.1088692openalex-snapshot
Active Learning to Recognize Multiple Types of Plankton

What points at this work

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

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A Semi-Supervised Deep Rule-Based Approach for Complex Satellite Sensor Image Analysis
inferred← citeshttps://doi.org/10.1109/whispers.2019.8921298openalex-snapshot
Adaptive Self-Learned Active Learning Framework for Hyperspectral Classification
inferred← citeshttps://doi.org/10.1111/coin.70239openalex-snapshot
DiffMamba : Gated Differential Spectral‐Spatial Mamba for Few‐Shot Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.1111/coin.70274openalex-snapshot
ASSFMamba2 : Adaptive Spatial‐Spectral Fusion via Mamba2 for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.1117/1.jrs.16.038501openalex-snapshot
Uncertainty measurement-guided iterative sample selection via shallow convolutional neural network for hyperspectral image classification
inferred← citeshttps://doi.org/10.1155/2022/3854635openalex-snapshot
Hyperspectral Image Classification: Potentials, Challenges, and Future Directions
inferred← citeshttps://doi.org/10.1155/2022/9524190openalex-snapshot
Design and Implementation of Trace Inspection System Based upon Hyperspectral Imaging Technology
inferred← citeshttps://doi.org/10.18002/10612/11776openalex-snapshot
Supervised machine learning for classification mining and ranking of illegal web contents = Aprendizaje automático supervisado para la clasificación, extracción de conocimiento y ordenación de contenidos web ilegales
inferred← citeshttps://doi.org/10.20965/jaciii.2019.p0980openalex-snapshot
Barrage Text Classification with Improved Active Learning and CNN
inferred← citeshttps://doi.org/10.21307/ijssis-2017-224openalex-snapshot
A REVIEW ON MULTIPLE-FEATURE-BASED ADAPTIVE SPARSE REPRESENTATION (MFASR) AND OTHER CLASSIFICATION TYPES
inferred← citeshttps://doi.org/10.2139/ssrn.6576148openalex-snapshot
Semi-supervised clustering, methods and applications: A systematic review
inferred← citeshttps://doi.org/10.3390/app11167614openalex-snapshot
A Novel Hybrid Learning System Using Modified Breaking Ties Algorithm and Multinomial Logistic Regression for Classification and Segmentation of Hyperspectral Images
inferred← citeshttps://doi.org/10.3390/e23040486openalex-snapshot
Porcelain Insulator Crack Location and Surface States Pattern Recognition Based on Hyperspectral Technology
inferred← citeshttps://doi.org/10.3390/rs10071156openalex-snapshot
Spectral-Spatial Classification of Hyperspectral Images: Three Tricks and a New Learning Setting
inferred← citeshttps://doi.org/10.3390/rs11010088openalex-snapshot
Fusing High-Spatial-Resolution Remotely Sensed Imagery and OpenStreetMap Data for Land Cover Classification Over Urban Areas
inferred← citeshttps://doi.org/10.3390/rs11060651openalex-snapshot
Multi-Feature Manifold Discriminant Analysis for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.3390/rs11242974openalex-snapshot
Active Semi-Supervised Random Forest for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.3390/rs12010159openalex-snapshot
Semi-Supervised Hyperspectral Image Classification via Spatial-Regulated Self-Training
inferred← citeshttps://doi.org/10.3390/rs12040664openalex-snapshot
A Sparse Representation-Based Sample Pseudo-Labeling Method for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.3390/rs13112234openalex-snapshot
A Novel Query Strategy-Based Rank Batch-Mode Active Learning Method for High-Resolution Remote Sensing Image Classification
inferred← citeshttps://doi.org/10.3390/rs13122406openalex-snapshot
Object-Oriented Building Contour Optimization Methodology for Image Classification Results via Generalized Gradient Vector Flow Snake Model
inferred← citeshttps://doi.org/10.3390/rs14215334openalex-snapshot
An Enhanced Spectral Fusion 3D CNN Model for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.3390/rs15030715openalex-snapshot
Exploiting Superpixel-Based Contextual Information on Active Learning for High Spatial Resolution Remote Sensing Image Classification
inferred← citeshttps://doi.org/10.3390/rs15082211openalex-snapshot
Remote Sensing Image Compression Based on the Multiple Prior Information
inferred← citeshttps://doi.org/10.3390/rs15184432openalex-snapshot
A Weak Sample Optimisation Method for Building Classification in a Semi-Supervised Deep Learning Framework
inferred← citeshttps://doi.org/10.3390/s22218502openalex-snapshot
Multi-Scale Superpixel-Guided Structural Profiles for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.3847/1538-4357/ac8b05openalex-snapshot
Active Learning for Computationally Efficient Distribution of Binary Evolution Simulations
inferred← citeshttps://doi.org/10.4018/979-8-3373-7183-2.ch007openalex-snapshot
Disease Detection and Classification Using Deep Learning-Enhanced Hyperspectral Imaging (HSI)
inferred← citeshttps://doi.org/10.70675/6b7a04d0zacdcz4f24za166z4a93c5c11928openalex-snapshot
Interprétation sémantique d'images hyperspectrales basée sur la réduction adaptative de dimensionnalité
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