Results 111 to 120 of about 223,998 (212)

Evaluation of Self-Supervised Learning Techniques for Non-Parametric Few-Shot Hyperspectral-Lidar Classification

open access: yes
Diverse engineering disciplines rely on highly detailed, up-to-date thematic maps for daily decision-making. Over the last decade, researchers have approached the land cover classification using supervised deep learning, requiring many labels per ...
Middelmann, Wolfgang   +2 more
core   +1 more source

Targeted observations with an airborne wind lidar [PDF]

open access: yes, 2005
This study investigates the possibilities and limitations of airborne Doppler lidar for adaptive observations over the Atlantic Ocean. For the first time, a scanning 2-µm Doppler lidar was applied for targeted measurements during the Atlantic The ...
Busen, Reinhold   +4 more
core  

A deep-level feature fusion architecture via self-attention integrated U-Net combining ultra-hyperspectral image and LiDAR point cloud data towards detailed land cover classification

open access: yesEuropean Journal of Remote Sensing
Land cover classification is essential for applications such as ecological monitoring, resource management and sustainable development. With the rapid development of deep learning, multi-modal data that integrate spectral and spatial information have ...
Qian Xu   +6 more
doaj   +1 more source

Hyperspectral imaging /

open access: yes
Includes index.Print version record.I -- Introduction -- 1.1 -- Hyperspectral and multispectral imaging: setting the scene -- 1.2 -- Configuration of hyperspectral and multispectral imaging systems -- II -- Algorithms and methods -- 2.1 -- Preprocessing ...
Amigo, Jose Manuel,editor.
core  

Hyperspectral and LiDAR data fusion and classification

open access: yes, 2023
Het onderzoek in dit proefschrift gata over nieuw technieken voor het monitoren van landgebruik en landbedekking te monitoren door fusie van diverse remote sensing-modaliteiten. Hyperspectrale beeldtechnologie capteert bijvoorbeeld heel informatieve spectrale en ruimtelijke kenmerken, maar kan temperatuur, hoogte van het landschap en verstrooiing van ...
openaire   +1 more source

Hyperspectral colon tissue cell classification [PDF]

open access: yes, 2004
A novel algorithm to discriminate between normal and malignant tissue cells of the human colon is presented. The microscopic level images of human colon tissue cells were acquired using hyperspectral imaging technology at contiguous wavelength intervals ...
Rajpoot, Nasir M. (Nasir Mahmood)   +2 more
core  

Spectrograph solutions for portable hyperspectral LIDAR

open access: yes, 2022
Simultaneously sampling prism and grating-based spectrograph solutions for portable hyper-spectral LIDAR (Light Detection and Ranging) applications are compared in this thesis. Hyper-spectral LIDARs (HSL) are laser-based devices that are used in remote sensing and detection, as they obtain spectral and spatial information simultaneously.
openaire   +1 more source

Multi-Feature Cross Attention-Induced Transformer Network for Hyperspectral and LiDAR Data Classification

open access: yesRemote Sensing
Transformers have shown remarkable success in modeling sequential data and capturing intricate patterns over long distances. Their self-attention mechanism allows for efficient parallel processing and scalability, making them well-suited for the high ...
Zirui Li   +3 more
doaj   +1 more source

Hypergraph Convolution Network Classification for Hyperspectral and LiDAR Data

open access: yesSensors
Conventional remote sensing classification approaches based on single-source data exhibit inherent limitations, driving significant research interest in improved multimodal data fusion techniques. Although deep learning methods based on convolutional neural networks (CNNs), transformers, and graph convolutional networks (GCNs) have demonstrated ...
Lei Wang, Shiwen Deng
openaire   +3 more sources

FE-MCFN: Fuzzy-Enhanced Multi-Scale Cross-Modal Fusion Network for Hyperspectral and LiDAR Joint Data Classification

open access: yesAlgorithms
With the rapid advancement of remote sensing technologies, the joint classification of hyperspectral image (HSI) and LiDAR data has become a key research focus in the field.
Shuting Wei, Mian Jia, Junyi Duan
doaj   +1 more source

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