List of works - Ilkka Pölönen

A Do-It-Yourself Hyperspectral Imager Brought to Practice with Open-Source Python

scientific article

Assessment of Classifiers and Remote Sensing Features of Hyperspectral Imagery and Stereo-Photogrammetric Point Clouds for Recognition of Tree Species in a Forest Area of High Species Diversity

scholarly article

Chlorophyll Concentration Retrieval by Training Convolutional Neural Network for Stochastic Model of Leaf Optical Properties (SLOP) Inversion

scholarly article by Leevi Annala et al published 15 January 2020 in Remote Sensing

Comparison of Machine Learning Methods in Stochastic Skin Optical Model Inversion

Convolutional neural networks in skin cancer detection using spatial and spectral domain

Delineating margins of lentigo maligna using a hyperspectral imaging system

scientific article published on 01 May 2015

Delineation of malignant skin tumors by hyperspectral imaging using diffusion maps dimensionality reduction

scientific article

Detecting field cancerization using a hyperspectral imaging system

scientific article

Editorial for the Special Issue “Frontiers in Spectral Imaging and 3D Technologies for Geospatial Solutions”

Erratum: Multilabel segmentation of cancer cell culture on vascular structures with deep neural networks (Erratum)

scientific article published on 01 March 2020

Fotogrammetrisen 3D-latvusmallin ja hyperspektriaineiston käyttö aluetason puustotulkinnassa

Generating Hyperspectral Skin Cancer Imagery using Generative Adversarial Neural Network

scientific article published on 01 July 2020

Hexyl aminolevulinate, 5-aminolevulinic acid nanoemulsion, and methyl aminolevulinate in photodynamic therapy of non-aggressive basal cell carcinomas: A non-sponsored, randomized, prospective and double-blinded trial

scientific article published on 20 March 2020

Hyperspectral Imaging of Macroinvertebrates—a Pilot Study for Detecting Metal Contamination in Aquatic Ecosystems

scientific article

Hyperspectral UAV-imagery and photogrammetric canopy height model in estimating forest stand variables

article by Sakari Tuominen et al published 2017 in Silva Fennica

Hyperspectral imaging of asteroids using an FPI-based sensor

Individual Tree Detection and Classification with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

scholarly article

Miniature MOEMS hyperspectral imager with versatile analysis tools

Minimal learning machine in hyperspectral imaging classification

Multilabel segmentation of cancer cell culture on vascular structures with deep neural networks

scientific article published on 01 March 2020

Optimization of spodumene identification by statistical approach for laser-induced breakdown spectroscopy data of lithium pegmatite ores

scientific article

Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture

Rapid Quantification of Microalgae Growth with Hyperspectral Camera and Vegetation Indices

scientific article published in 2021

Remote Sensing of 3-D Geometry and Surface Moisture of a Peat Production Area Using Hyperspectral Frame Cameras in Visible to Short-Wave Infrared Spectral Ranges Onboard a Small Unmanned Airborne Vehicle (UAV)

scientific article

Research literature clustering using diffusion maps

scientific article

Safety of Novel Amino-5-laevulinate Photosensitizer Precursors in Photodynamic Therapy for Healthy Human Skin

scientific article published on 01 January 2016

Tree Species Classification of Drone Hyperspectral and RGB Imagery with Deep Learning Convolutional Neural Networks

scholarly article by Somayeh Nezami et al published 26 March 2020 in Remote Sensing

Tree Species Classification of Drone Hyperspectral and RGB Imagery with Deep Learning Convolutional Neural Networks

scientific article

Tree Species Identification Using 3D Spectral Data and 3D Convolutional Neural Network

scientific article

Uncertainty quantification on a spatial Markov-chain model for the progression of skin cancer

scientific article published on 19 December 2019

Unmanned aerial system imagery and photogrammetric canopy height data in area-based estimation of forest variables

article by Sakari Tuominen et al published 2015 in Silva Fennica

Using Aerial Platforms in Predicting Water Quality Parameters from Hyperspectral Imaging Data with Deep Neural Networks

scientific article

List of works by Ilkka Pölönen

A Do-It-Yourself Hyperspectral Imager Brought to Practice with Open-Source Python

Assessment of Classifiers and Remote Sensing Features of Hyperspectral Imagery and Stereo-Photogrammetric Point Clouds for Recognition of Tree Species in a Forest Area of High Species Diversity

Chlorophyll Concentration Retrieval by Training Convolutional Neural Network for Stochastic Model of Leaf Optical Properties (SLOP) Inversion

Comparison of Machine Learning Methods in Stochastic Skin Optical Model Inversion

Convolutional neural networks in skin cancer detection using spatial and spectral domain

Delineating margins of lentigo maligna using a hyperspectral imaging system

Delineation of malignant skin tumors by hyperspectral imaging using diffusion maps dimensionality reduction

Detecting field cancerization using a hyperspectral imaging system

Editorial for the Special Issue “Frontiers in Spectral Imaging and 3D Technologies for Geospatial Solutions”

Erratum: Multilabel segmentation of cancer cell culture on vascular structures with deep neural networks (Erratum)

Fotogrammetrisen 3D-latvusmallin ja hyperspektriaineiston käyttö aluetason puustotulkinnassa

Generating Hyperspectral Skin Cancer Imagery using Generative Adversarial Neural Network

Hexyl aminolevulinate, 5-aminolevulinic acid nanoemulsion, and methyl aminolevulinate in photodynamic therapy of non-aggressive basal cell carcinomas: A non-sponsored, randomized, prospective and double-blinded trial

Hyperspectral Imaging of Macroinvertebrates—a Pilot Study for Detecting Metal Contamination in Aquatic Ecosystems

Hyperspectral UAV-imagery and photogrammetric canopy height model in estimating forest stand variables

Hyperspectral imaging of asteroids using an FPI-based sensor

Individual Tree Detection and Classification with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

Miniature MOEMS hyperspectral imager with versatile analysis tools

Minimal learning machine in hyperspectral imaging classification

Multilabel segmentation of cancer cell culture on vascular structures with deep neural networks

Optimization of spodumene identification by statistical approach for laser-induced breakdown spectroscopy data of lithium pegmatite ores

Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture

Rapid Quantification of Microalgae Growth with Hyperspectral Camera and Vegetation Indices

Remote Sensing of 3-D Geometry and Surface Moisture of a Peat Production Area Using Hyperspectral Frame Cameras in Visible to Short-Wave Infrared Spectral Ranges Onboard a Small Unmanned Airborne Vehicle (UAV)

Research literature clustering using diffusion maps

Safety of Novel Amino-5-laevulinate Photosensitizer Precursors in Photodynamic Therapy for Healthy Human Skin

Tree Species Classification of Drone Hyperspectral and RGB Imagery with Deep Learning Convolutional Neural Networks

Tree Species Classification of Drone Hyperspectral and RGB Imagery with Deep Learning Convolutional Neural Networks

Tree Species Identification Using 3D Spectral Data and 3D Convolutional Neural Network

Uncertainty quantification on a spatial Markov-chain model for the progression of skin cancer

Unmanned aerial system imagery and photogrammetric canopy height data in area-based estimation of forest variables

Using Aerial Platforms in Predicting Water Quality Parameters from Hyperspectral Imaging Data with Deep Neural Networks