Comparison of neural networks and k-nearest neighbors methods in forest stand variable estimation using airborne laser data

Comparison of neural networks and k-nearest neighbors methods in forest stand variable estimation using airborne laser data

In the remote sensing of forests, point cloud data from airborne laser scanning contains high-value information for predicting the volume of growing stock and the size of trees. At the same time, laser scanning data allows a very high number of potential features that can be extracted from the point...

Full description

Bibliographic Details
Main Authors:	Andras Balazs, Eero Liski, Sakari Tuominen, Annika Kangas
Format:	Article
Language:	English
Published:	Elsevier 2022-04-01
Series:	ISPRS Open Journal of Photogrammetry and Remote Sensing
Subjects:	Deep learning Artificial neural network Convolutional neural network Machine learning Remote sensing Forest inventory
Online Access:	http://www.sciencedirect.com/science/article/pii/S2667393222000011

Similar Items

Erratum to “Comparison of neural networks and k-nearest neighbors methods in forest stand variable estimation using airborne laser data” [ISPRS Open J. Photogram. Rem. Sens. 4 (2022) 100012]
by: Andras Balazs, et al.
Published: (2024-08-01)

Face Identification Based on K-Nearest Neighbor
by: Ni Kadek Ayu Wirdiani, et al.
Published: (2019-11-01)

Electrocardiogram Heartbeat Classification using Convolutional Neural Network-k Nearest Neighbor
by: Zrar Kh. Abdul, et al.
Published: (2024-02-01)

<i>k</i>-Nearest Neighbor Learning with Graph Neural Networks
by: Seokho Kang
Published: (2021-04-01)

Dividing the Neighbors is Not Enough: Adding Confusion Makes Local Descriptor Stronger
by: Xianxian Zeng, et al.
Published: (2019-01-01)

Airborne Network Traffic Identification Method under Small Training Samples
Published: (2020-10-01)

Estimating Stand Height and Tree Density in Pinus taeda plantations using in-situ data, airborne LiDAR and k-Nearest Neighbor Imputation
by: CARLOS ALBERTO SILVA, et al.

Explainable Image Recognition With Graph-Based Feature Extraction
by: Basim Azam, et al.
Published: (2024-01-01)

Orthogonal Neural Network: An Analytical Model for Deep Learning
by: Yonghao Pan, et al.
Published: (2024-02-01)

Printed circuit board solder joint quality inspection based on lightweight classification network
by: Zhicong Zhang, et al.
Published: (2023-12-01)

Outdoor Localization in Mobile Robot with 3D LiDAR Based on Principal Component Analysis and K-Nearest Neighbors Algorithm
by: Hanan Atiyah, et al.
Published: (2021-06-01)

A Comparison of the State-of-the-Art Deep Learning Platforms: An Experimental Study
by: Abdullah Talha Kabakuş
Published: (2020-12-01)

CNNAI: A Convolution Neural Network-Based Latent Fingerprint Matching Using the Combination of Nearest Neighbor Arrangement Indexing
by: Uttam U. Deshpande, et al.
Published: (2020-09-01)

Detecting Phishing URLs Based on a Deep Learning Approach to Prevent Cyber-Attacks
by: Qazi Emad ul Haq, et al.
Published: (2024-11-01)

Comparative Study of Physics-Based Modeling and Neural Network Approach to Predict Cooling in Vehicle Integrated Thermal Management System
by: Duwon Choi, et al.
Published: (2020-10-01)

Deep learning-aided extraction of outer aortic surface from CT angiography scans of patients with Stanford type B aortic dissection
by: Risto Kesävuori, et al.
Published: (2023-06-01)

A Weakly Supervised and Self-Supervised Learning Approach for Semantic Segmentation of Land Cover in Satellite Images with National Forest Inventory Data
by: Daniel Moraes, et al.
Published: (2025-02-01)

Review of Applications of Artificial Intelligence in Health Care
by: Bushra Memon
Published: (2024-01-01)

A Highly Accurate Forest Fire Prediction Model Based on an Improved Dynamic Convolutional Neural Network
by: Shaoxiong Zheng, et al.
Published: (2022-07-01)

Improved Algorithm to Detect Clandestine Airstrips in Amazon RainForest
by: Gabriel R. Pardini, et al.
Published: (2025-02-01)

Predicting Chemical Carcinogens Using a Hybrid Neural Network Deep Learning Method
by: Sarita Limbu, et al.
Published: (2022-10-01)

Examining k-Nearest Neighbor Small Area Estimation Across Scales Using National Forest Inventory Data
by: David M. Bell, et al.
Published: (2022-03-01)

Proposing a Model for Detecting Intrusion Network Attacks Using Machine Learning Techniques
by: Teba Ali Jasem Ali, et al.
Published: (2022-09-01)

Tea category classification via 5-layer customized convolutional neural network
by: Xiang Li, et al.
Published: (2021-05-01)

PresB-Net: parametric binarized neural network with learnable activations and shuffled grouped convolution
by: Jungwoo Shin, et al.
Published: (2022-01-01)

Interference Suppression Using Deep Learning: Current Approaches and Open Challenges
by: Taiwo Oyedare, et al.
Published: (2022-01-01)

Convolutional neural networks for detection of transthyretin amyloidosis in 2D scintigraphy images
by: Hanna-Leena Halme, et al.
Published: (2022-05-01)

A REAL TIME FACE RECOGNITION SYSTEM USING ALEXNET DEEP CONVOLUTIONAL NETWORK TRANSFER LEARNING MODEL
by: LAWRENCE O. OMOTOSHO, et al.
Published: (2021-10-01)

Adaptive Threshold Hierarchical Incremental Learning Method
by: Xingyu Li, et al.
Published: (2023-01-01)

TENAS: Using Taylor Expansion and Channel-Level Skip Connection for Neural Architecture Search
by: Heechul Lim, et al.
Published: (2022-01-01)

COMPARATIVE ANALYSIS OF THE K-NEAREST NEIGHBOR ALGORITHM ON VARIOUS INTRUSION DETECTION DATASETS
by: Andri Agung Riyadi, et al.
Published: (2022-03-01)

A DEEP LEARNING BASED IT SERVICE DESK TICKET CLASSIFIER USING CNN
by: S.P. Paramesh, et al.
Published: (2022-10-01)

Compression of Neural Networks for Specialized Tasks via Value Locality
by: Freddy Gabbay, et al.
Published: (2021-10-01)

Enhanced Single Image Super Resolution Method Using Lightweight Multi-Scale Channel Dense Network
by: Yooho Lee, et al.
Published: (2021-05-01)

Structured Compression of Convolutional Neural Networks for Specialized Tasks
by: Freddy Gabbay, et al.
Published: (2022-10-01)

A Study of Defect Detection Techniques for Metallographic Images
by: Wei-Hung Wu, et al.
Published: (2020-09-01)

Estimation of Cardiac Short Axis Slice Levels with a Cascaded Deep Convolutional and Recurrent Neural Network Model
by: Namgyu Ho, et al.
Published: (2022-11-01)

Rethinking Weight Decay for Efficient Neural Network Pruning
by: Hugo Tessier, et al.
Published: (2022-03-01)

Hybrid of Deep Learning and Word Embedding in Generating Captions: Image-Captioning Solution for Geological Rock Images
by: Agus Nursikuwagus, et al.
Published: (2022-10-01)

The Application of Artificial Intelligence in Detecting Breast Lesions with Medical Imaging: A Literature Review
by: Salem Saeed Alghamdi
Published: (2023-03-01)