Recent

Publications:
Non-parametric imputation in LiDAR-based single-tree remote sensing.
Accuracy assessment of ADS40 reflectance calibrated images.
LiDAR range- and AGC-normalization in forest vegetation classification.
Tree species classification in discrete-return LiDAR data.
LiDAR in the assesment of mire surface patterns, vegetation, and habitats.
Appraisal of seedling stand vegetation with airborne imagery and discrete-return LiDAR.
Mapping of understory lichens with airborne discrete-return LiDAR data.

Teaching:
UH Photogrammetric forest inventory MARV4/2-07, MARV1-08,  MARV1-09
NOVA PhD-course in Mekrijärvi 2009: The 3D high-resolution remote sensing data in forest inventory.
UH Skogbruk runt om Östersjön -kurs: Laserkanning och fotogrammetri ppt
UEF: Advanced remote sensing/Photogrammetry.

Talks:
Photogrammetric-geodetic tree mapping 270308 pdf.
Remote sensing in Forestry 070508 pdf.
Mapping of understory lichens with LiDAR, Physense-seminar 030608 pdf.
Yksittäisten puiden inventointi laser- ja ilmakuva-aineistosta, Evo-seminaari 251108, pdf.
Hyytiälä RS experiment. FGI Kirkkonummi, 12052009, pdf.
Using discrete-return small-footprint LiDAR for tree species recognition, MMVAR colloquim, 08052009, pdf.


Field measurement campaign of 2009: Understory trees and growth & yield plots, BLOG

I used to be, in 2006-2009, the editor of PileUP! Newsletter that had 1500-3000 readers: html
Google-Hyytiälä, Hyytiälä forests and landscape changes as witnessed by aerial images [in Finnish]:html, svg, avi
I maintain a web-index of the Hyytiälä Remote Sensing Experiment: html