Land Cover Classification from Hyperspectral Images via Local Nearest Neighbor Collaborative Representation with Tikhonov Regularization

Land Cover Classification from Hyperspectral Images via Local Nearest Neighbor Collaborative Representation with Tikhonov Regularization

The accurate and timely monitoring of land cover types is of great significance for the scientific planning, rational utilization, effective protection and management of land resources. In recent years, land cover classification based on hyperspectral images and the collaborative representation (CR)...

Full description

Bibliographic Details
Main Authors:	Rongchao Yang, Qingbo Zhou, Beilei Fan, Yuting Wang
Format:	Article
Language:	English
Published:	MDPI AG 2022-05-01
Series:	Land
Subjects:	land cover classification hyperspectral images collaborative representation sample imbalance local nearest neighbors
Online Access:	https://www.mdpi.com/2073-445X/11/5/702

Similar Items

Land Cover Classification from Hyperspectral Images via Weighted Spatial-Spectral Kernel Collaborative Representation with Tikhonov Regularization
by: Rongchao Yang, et al.
Published: (2022-02-01)

An Unsupervised Hyperspectral Band Selection Method Based on Shared Nearest Neighbor and Correlation Analysis
by: Rongchao Yang, et al.
Published: (2019-01-01)

Spectral–Spatial HyperspectralImage Classification With K-Nearest Neighbor and Guided Filter
by: Yanhui Guo, et al.
Published: (2018-01-01)

Hyperspectral Image Target Detection via Weighted Joint K-Nearest Neighbor and Multitask Learning Sparse Representation
by: Xianfeng Ou, et al.
Published: (2020-01-01)

Land Cover Classification from Hyperspectral Images via Weighted Spatial–Spectral Joint Kernel Collaborative Representation Classifier
by: Rongchao Yang, et al.
Published: (2023-01-01)

KNN-SC: Novel Spectral Clustering Algorithm Using k-Nearest Neighbors
by: Jeong-Hun Kim, et al.
Published: (2021-01-01)

Generation and Mapping of Multi-Reducts Based on Nearest Neighbor Relation
by: Naohiro Ishii, et al.
Published: (2014-01-01)

Direction-Aware Nearest Neighbor Query
by: Xi Guo, et al.
Published: (2019-01-01)

Prediksi Kelompok UKT Mahasiswa Menggunakan Algoritma K-Nearest Neighbor
by: Sukamto Sukamto, et al.
Published: (2020-05-01)

Probabilistic Nearest Neighbors Classification
by: Bruno Fava, et al.
Published: (2023-12-01)

Clustering Algorithm for Constructing Connected Graphs with Reverse Nearest Neighbors
by: LONG Jianwu, WANG Qiang
Published: (2023-11-01)

Implementasi Algoritma K-Nearest Neighbor untuk Klasifikasi Diagnosis Penyakit Alzheimer
by: Roudlotul Jannah Alfirdausy, et al.
Published: (2023-08-01)

Non-zero probability of nearest neighbor searching
by: A. Mesrikhani, et al.
Published: (2017-03-01)

Nearest Neighboring Self-Supervised Learning for Hyperspectral Image Classification
by: Yao Qin, et al.
Published: (2023-03-01)

A new locally adaptive K-nearest centroid neighbor classification based on the average distance
by: Benqiang Wang, et al.
Published: (2022-12-01)

Accelerating the K-Nearest Neighbors Filtering Algorithm to Optimize the Real-Time Classification of Human Brain Tumor in Hyperspectral Images
by: Giordana Florimbi, et al.
Published: (2018-07-01)

Use the k nearest neighbor(KNN) to compare the classification of real age and age through the bone for thalassic patients
by: Omar Al-rawi
Published: (2020-12-01)

Nearest neighbor estimates of Kaniadakis entropy
by: Dănilă-Cernat Ioana
Published: (2022-02-01)

Density Peaks Clustering Based on Weighted Local Density Sequence and Nearest Neighbor Assignment
by: Donghua Yu, et al.
Published: (2019-01-01)

An Enhanced Quantum K-Nearest Neighbor Classification Algorithm Based on Polar Distance
by: Congcong Feng, et al.
Published: (2023-01-01)

High Precision Weighted Optimum K-Nearest Neighbors Algorithm for Indoor Visible Light Positioning Applications
by: Huy Quang Tran, et al.
Published: (2020-01-01)

Approximate $k$-Nearest Neighbor Graph on Moving Points
by: Zahed Rahmati
Published: (2023-06-01)

The k conditional nearest neighbor algorithm for classification and class probability estimation
by: Hyukjun Gweon, et al.
Published: (2019-05-01)

Optimized Density Peak Clustering Algorithm by Natural Reverse Nearest Neighbor
by: LIU Juan, WAN Jing
Published: (2021-10-01)

Quad division prototype selection-based k-nearest neighbor classifier for click fraud detection from highly skewed user click dataset
by: Deepti Sisodia, et al.
Published: (2022-04-01)

Anomaly Detection for Hyperspectral Imagery Based on the Regularized Subspace Method and Collaborative Representation
by: Kun Tan, et al.
Published: (2019-06-01)

Nearest-neighbor methods in learning and vision : theory and practice /
by: Shakhnarovich, Gregory, et al.
Published: (2005)

New LSH-based Algorithm for Approximate Nearest Neighbor
by: Andoni, Alexandr, et al.
Published: (2005)

Nearest Neighbor Label Propagation for Density Peak Clustering
by: SONG Peng, GE Hongwei
Published: (2022-12-01)

spNNGP R Package for Nearest Neighbor Gaussian Process Models
by: Andrew O. Finley, et al.
Published: (2022-07-01)

K-Nearest Neighbors Method for Recommendation System in Bangkalan’s Tourism
by: Devie Rosa Anamisa, et al.
Published: (2023-05-01)

K-Nearest Neighbor and Naive Bayes Classifier Algorithm in Determining The Classification of Healthy Card Indonesia Giving to The Poor
by: Yofi Firdan Safri, et al.
Published: (2018-05-01)

Analisis Performa Metode K- Nearest Neighbor (KNN) dan Crossvalidation pada Data Penyakit Cardiovascular
by: Inggrianti Pratiwi Putri
Published: (2021-03-01)

PRIORITAS PENGEMUDI UNTUK KENYAMANAN LAYANAN PENUMPANG DI LINGKUNGAN AKADEMIK BERBASIS K-NEAREST NEIGHBOR
by: Aries Setiawan, et al.
Published: (2020-02-01)

Secure and Efficient Nearest Neighbor Query for an Outsourced Database
by: Jingjing Guo, et al.
Published: (2020-01-01)

Incremental Spectral Clustering with Closeness of Shared Nearest Neighbors
by: ZHAO Mengmeng, WANG Shitong
Published: (2020-06-01)

Hybrid Nearest-Neighbor Ant Colony Optimization Algorithm for Enhancing Load Balancing Task Management
by: Fatma Mbarek, et al.
Published: (2021-11-01)

Improving K-Nearest Neighbor Approaches for Density-Based Pixel Clustering in Hyperspectral Remote Sensing Images
by: Claude Cariou, et al.
Published: (2020-11-01)

A Novel Density based Clustering Method using Nearest and Farthest Neighbor with PCA
by: Azadeh Faroughi, et al.
Published: (2017-06-01)

PENERAPAN METODE K-NEAREST NEIGHBOR UNTUK KLASIFIKASI KINERJA SATPAM BERBASIS WEB
by: M. Raihan Alghifari, et al.
Published: (2019-07-01)