Deep learning and computer vision will transform entomology von Høye, Toke T., Ärje, Johanna, Bjerge, Kim, Hansen, Oskar L. P., Iosifidis, Alexandros, Leese, Florian, Mann, Hjalte M. R., Meissner, Kristian, Melvad, Claus, Raitoharju, Jenni

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Automatic image‐based identification and biomass estimation of invertebrates von Ärje, Johanna, Melvad, Claus, Jeppesen, Mads Rosenhøj, Madsen, Sigurd Agerskov, Raitoharju, Jenni, Rasmussen, Maria Strandgård, Iosifidis, Alexandros, Tirronen, Ville, Gabbouj, Moncef, Meissner, Kristian, Høye, Toke Thomas, Kotze, D. J. (Johan)

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Benchmark database for fine-grained image classification of benthic macroinvertebrates von Raitoharju, Jenni, Riabchenko, Ekaterina, Ahmad, Iftikhar, Iosifidis, Alexandros, Gabbouj, Moncef, Kiranyaz, Serkan, Tirronen, Ville, Ärje, Johanna, Kärkkäinen, Salme, Meissner, Kristian

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Human experts vs. machines in taxa recognition von Ärje, Johanna, Raitoharju, Jenni, Iosifidis, Alexandros, Tirronen, Ville, Meissner, Kristian, Gabbouj, Moncef, Kiranyaz, Serkan, Kärkkäinen, Salme

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Empirical Bayes improves assessments of diversity and similarity when overdispersion prevails in taxonomic counts with no covariates von Divino, Fabio, Ärje, Johanna, Penttinen, Antti, Meissner, Kristian, Kärkkäinen, Salme

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The effect of automated taxa identification errors on biological indices von Ärje, Johanna, Kärkkäinen, Salme, Meissner, Kristian, Iosifidis, Alexandros, Ince, Türker, Gabbouj, Moncef, Kiranyaz, Serkan

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Statistical classification and proportion estimation - an application to a macroinvertebrate image database von Ärje, Johanna, Kärkkäinen, Salme, Meissner, K, Turpeinen, T

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Understanding the statistical properties of the percent model affinity index can improve biomonitoring related decision making von Ärje, Johanna, Choi, Kwok-Pui, Divino, Fabio, Meissner, Kristian, Kärkkäinen, Salme

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Evaluating the performance of artificial neural networks for the classification of freshwater benthic macroinvertebrates von Joutsijoki, Henry, Meissner, Kristian, Gabbouj, Moncef, Kiranyaz, Serkan, Raitoharju, Jenni, Ärje, Johanna, Kärkkäinen, Salme, Tirronen, Ville, Turpeinen, Tuomas, Juhola, Martti

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Dynamics and temporal changes in suspended sediment transport in northern Finland: transport of very fine particulate matter von Marttila, H, Nieminen, M L, Ärje, J, Meissner, K, Tuukkanen, T, Saukkoriipi, J, Kløve, B

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Classification and retrieval on macroinvertebrate image databases von Kiranyaz, Serkan, Ince, Turker, Pulkkinen, Jenni, Gabbouj, Moncef, Ärje, Johanna, Kärkkäinen, Salme, Tirronen, Ville, Juhola, Martti, Turpeinen, Tuomas, Meissner, Kristian

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Human experts vs. machines in taxa recognition von Ärje, Johanna, Raitoharju, Jenni, Iosifidis, Alexandros, Tirronen, Ville, Meissner, Kristian, Gabbouj, Moncef, Kiranyaz, Serkan, Kärkkäinen, Salme

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Empirical Bayes to assess ecological diversity and similarity with overdispersion in multivariate counts von Divino, Fabio, Ärje, Johanna, Penttinen, Antti, Meissner, Kristian, Kärkkäinen, Salme

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Automatic image-based identification and biomass estimation of invertebrates von Ärje, Johanna, Melvad, Claus, Jeppesen, Mads Rosenhøj, Madsen, Sigurd Agerskov, Raitoharju, Jenni, Rasmussen, Maria Strandgård, Iosifidis, Alexandros, Tirronen, Ville, Meissner, Kristian, Gabbouj, Moncef, Høye, Toke Thomas

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Empirical Bayes to assess ecological diversity and similarity with overdispersion in multivariate counts von Divino, Fabio, Ärje, Johanna, Penttinen, Antti, Meissner, Kristian, Kärkkäinen, Salme

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Automatic image-based identication and biomass estimation of invertebrates von Ärje, Johanna, Melvad, Claus, Jeppesen, Mads Rosenhøj, Madsen, Sigurd Agerskov, Raitoharju, Jenni, Rasmussen, Maria Strandgård, Iosidis, Alexandros, Tirronen, Ville, Gabbouj, Moncef, Meissner, Kristian, Høye, Toke Thomas

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Automatic image-based identification and biomass estimation of invertebrates von Ärje, Johanna, Melvad, Claus, Jeppesen, Mads Rosenhøj, Madsen, Sigurd Agerskov, Raitoharju, Jenni, Rasmussen, Maria Strandgård, Iosifidis, Alexandros, Tirronen, Ville, Meissner, Kristian, Gabbouj, Moncef, Høye, Toke Thomas

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