Deep learning and computer vision will transform entomology TT Høye, J Ärje, K Bjerge, OLP Hansen, A Iosifidis, F Leese, HMR Mann, ... Proceedings of the National Academy of Sciences 118 (2), e2002545117, 2021 | 351 | 2021 |
Automatic image‐based identification and biomass estimation of invertebrates J Ärje, C Melvad, MR Jeppesen, SA Madsen, J Raitoharju, ... Methods in Ecology and Evolution 11 (8), 922-931, 2020 | 96 | 2020 |
Tieto-ja viestintätekniikan merkitys ja käyttömahdollisuudet koulun arjessa M Kankaanranta, T Palonen, T Kejonen, J Ärje Teoksessa M. Kankaanranta (toim.) Opetusteknologia koulun arjessa …, 2011 | 59 | 2011 |
Classification and retrieval on macroinvertebrate image databases S Kiranyaz, T Ince, J Pulkkinen, M Gabbouj, J Ärje, S Kärkkäinen, ... Computers in biology and medicine 41 (7), 463-472, 2011 | 51 | 2011 |
Benchmark database for fine-grained image classification of benthic macroinvertebrates J Raitoharju, E Riabchenko, I Ahmad, A Iosifidis, M Gabbouj, S Kiranyaz, ... Image and Vision Computing 78, 73-83, 2018 | 37 | 2018 |
Evaluating the performance of artificial neural networks for the classification of freshwater benthic macroinvertebrates H Joutsijoki, K Meissner, M Gabbouj, S Kiranyaz, J Raitoharju, J Ärje, ... Ecological Informatics 20, 1-12, 2014 | 34 | 2014 |
Human experts vs. machines in taxa recognition J Ärje, J Raitoharju, A Iosifidis, V Tirronen, K Meissner, M Gabbouj, ... Signal Processing: Image Communication 87, 115917, 2020 | 24 | 2020 |
Automatic flower detection and classification system using a light-weight convolutional neural network J Ärje, D Milioris, DT Tran, JU Jepsen, J Raitoharju, M Gabbouj, A Iosifidis, ... EUSIPCO Workshop on Signal Processing, Computer Vision and Deep Learning for …, 2019 | 13 | 2019 |
Statistical classification and proportion estimation-an application to a macroinvertebrate image database J Ärje, S Kärkkäinen, K Meissner, T Turpeinen 2010 IEEE International Workshop on Machine Learning for Signal Processing …, 2010 | 12 | 2010 |
Dynamics and temporal changes in suspended sediment transport in northern Finland: transport of very fine particulate matter H Marttila, ML Nieminen, J Ärje, K Meissner, T Tuukkanen, J Saukkoriipi, ... Boreal Environment Research 21 (5-6), 541, 2016 | 11 | 2016 |
Understanding the statistical properties of the percent model affinity index can improve biomonitoring related decision making J Ärje, KP Choi, F Divino, K Meissner, S Kärkkäinen Stochastic Environmental Research and Risk Assessment 30, 1981-2008, 2016 | 10 | 2016 |
Breaking the curse of dimensionality in quadratic discriminant analysis models with a novel variant of a Bayes classifier enhances automated taxa identification of freshwater … J Ärje, S Kärkkäinen, T Turpeinen, K Meissner Environmetrics 24 (4), 248-259, 2013 | 10 | 2013 |
The effect of automated taxa identification errors on biological indices J Ärje, S Kärkkäinen, K Meissner, A Iosifidis, T Ince, M Gabbouj, ... Expert systems with applications 72, 108-120, 2017 | 8 | 2017 |
This is an electronic reprint of the original article. This reprint may differ from the original in pagination and typographic detail. J Äystö, BS Chang, T Kalliokoski, DJ Kim, J Kral, F Krizek, K Loo, ... Journal of Physics G: Nuclear and Particle Physics 41 (8), 087001, 2014 | 7* | 2014 |
Yliopistojen tutkintokoulutuksen ja tutkimuksen rahoitus ja tulokset vuosina 2000-2004 ja 2005-2009 P Neittaanmäki, T Tiihonen, J Ärje, R Neittaanmäki Tutkimusselosteita/Koulutuksen tutkimuslaitos, 2010 | 3 | 2010 |
Climate sensitivity of tundra plant-pollinator interactions tracked by computer vision HMR Mann, J Ärje, A Iosifidis, TT Høye Entomology 2019, 2019 | 1 | 2019 |
Empirical Bayes improves assessments of diversity and similarity when overdispersion prevails in taxonomic counts with no covariates F Divino, J Ärje, A Penttinen, K Meissner, S Kärkkäinen Ecological Indicators 106, 105413, 2019 | 1 | 2019 |
Can humans be replaced by computers in taxarecognition J Arje, V Tirronen, J Raitoharju, K Meissner, SK Ainen Eur. Young Stat. Meet, 27-34, 2017 | 1 | 2017 |
Improving statistical classification methods and ecological status assessment for river macroinvertebrates J Ärje Report/University of Jyväskylä. Department of Mathematics and Statistics, 2016 | 1 | 2016 |
Automatic identification of arctic arthropods J Ärje, A Iosifidis, K Meissner, J Raitoharju, SA Madsen, MR Jeppesen, ... Entomology 2019, 2019 | | 2019 |