Dmitry Konovalov
Projects
1
Publications
45
Awards
0
Biography
I am currently focusing on Deep Learning AI applications to Australian industries.
2022: 2nd place finish in NASA-sponsored Mars Spectrometry 2: Gas Chromatography Challenge: https://drivendata.co/blog/mars-2-gcms-challenge-winners
Research
Research Interests
Computer vision with Convolutional Neural Networks
Application of Deep Learning AI to Northern Australia Beef Industry, Aquaculture, Australian Great Barrier Reef monitoring
Projects
Applying Artificial Intelligence to Business Management Advice (Old ID 24802)
01 Apr 2018 - 31 Mar 2019
Output
Sim, N.; Konovalov, D.; Coomans, D. (2009) High-performance GRID computing in chemoinformatics. Oxford, UK: [Reference Material] [DOI]
Other Publication
ResearchOnline@JCU
Joone, Carolynne J.; Konovalov, Dmitry A. (2023) 'The effect of neuter status on longevity in the Rottweiler dog'. Scientific Reports, 13 (1). [DOI]
Kophamel, Sara; Ward, Leigh C.; Konovalov, Dmitry A.; Mendez, Diana; Ariel, Ellen; Cassidy, Nathan; Bell, Ian; Balastegui Martínez, María T.; Munns, Suzanne L. (2022) 'Field‐based adipose tissue quantification in sea turtles using bioelectrical impedance spectroscopy validated with CT scans and deep learning'. Ecology and Evolution, 12 . [DOI]
Mattone, Carlo; Bradley, Michael; Barnett, Adam; Konovalov, Dmitry A.; Sheaves, Marcus (2022) 'Environmental conditions constrain nursery habitat value in Australian sub-tropical estuaries'. Marine Environmental Research, 175 . [DOI]
Josi, Dario; Heg, Dik; Takeyama, Tomohiro; Bonfils, Danielle; Konovalov, Dmitry A.; Frommen, Joachim G.; Kohda, Masanori; Taborsky, Michael (2021) 'Age‐ and sex‐dependent variation in relatedness corresponds to reproductive skew, territory inheritance and workload in cooperatively breeding cichlids'. Evolution, 75 (11):2881-2897. [DOI]
Dexter, B.R.; King, R.; Parisi, A.V.; Harrison, S.L.; Konovalov, D.A.; Downs, N.J. (2020) 'Keratinocyte skin cancer risks for working school teachers: scenarios and implications of the timing of scheduled duty periods in Queensland, Australia'. Journal of Photochemistry and Photobiology B: Biology, 213 . [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Swinhoe, Natalie; Efremova, Dina B.; Birtles, R. Alastair; Kusetic, Martha; Hillcoat, Suzanne; Curnock, Matthew I.; Williams, Genevieve; Sheaves, Marcus (2020) 'Automatic sorting of Dwarf Minke Whale underwater images'. Information, 11 (4). [DOI]
Sheaves, Marcus; Bradley, Michael; Herrera, Cesar; Mattone, Carlo; Lennard, Caitlin; Sheaves, Janine; Konovalov, Dmitry A. (2020) 'Optimizing video sampling for juvenile fish surveys: using deep learning and evaluation of assumptions to produce critical fisheries parameters'. Fish and Fisheries, 21 (6):1259-1276. [DOI]
Saleh, Alzayat; Laradji, Issam H.; Konovalov, Dmitry A.; Bradley, Michael; Vazquez, David; Sheaves, Marcus (2020) 'A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis'. Scientific Reports, 10 . [DOI]
Olsen, Alex; Konovalov, Dmitry A.; Philippa, Bronson; Ridd, Peter; Wood, Jake; Johns, Jamie; Banks, Wesley; Girgenti, Benjamin; Kenny, Owen; Whinney, James; Calvert, Brendan; Rahimi Azghadi, Mostafa; White, Ronald D. (2019) 'DeepWeeds: a multiclass weed species image dataset for deep learning'. Scientific Reports, 9 . [DOI]
Konovalov, Dmitry A.; Hillcoat, Suzanne; Williams, Genevieve; Birtles, R. Alastair; Gardiner, Naomi; Curnock, Matthew I. (2018) 'Individual minke whale recognition using deep learning convolutional neural networks'. Journal of Geoscience and Environment Protection, 6 (5):25-36. [DOI]
White, R.D.; Cocks, D.; Boyle, G.; Casey, M.; Garland, N.; Konovalov, D.; Philippa, B.; Stokes, P.; de Urquijo, J.; González-Magaña, O.; McEachran, R.P.; Buckman, S.J.; Brunger, M.J.; Garcia, G.; Dujko, S.; Petrovic, Z.Lj. (2018) 'Electron transport in biomolecular gaseous and liquid systems: theory, experiment and self-consistent cross-sections'. Plasma Sources Science and Technology, 27 (5). [DOI]
Konovalov, Dmitry A.; Saleh, Alzayat; Domingos, Jose A.; White, Ron D.; Jerry, Dean R. (2018) 'Estimating mass of harvested Asian seabass Lates calcarifer from images'. World Journal of Engineering and Technology, 6 (3):15-23. [DOI]
Glassen, Thomas J.; Oertzen, Timo von; Konovalov, Dmitry A. (2018) 'Finding the mean in a partition distribution'. BMC Bioinformatics, 19 . [DOI]
Konovalov, Dmitry A.; Cocks, Daniel G.; White, Ronald D. (2017) 'Unified solution of the Boltzmann equation for electron and ion velocity distribution functions and transport coefficients in weakly ionized plasmas'. The European Physical Journal D, 71 . [DOI]
Journal Publication
ResearchOnline@JCU
Do, T.P.T.; Duque, H.V.; Lopes, M.C.A. ; Konovalov, D.A.; White, R.D.; Brunger, M.J.; Jones, D.B. (2015) 'Differential cross sections for electron-impact vibrational-excitation of tetrahydrofuran at intermediate impact energies'. Journal of Chemical Physics, 142 :1-7. [DOI]
Journal Publication
ResearchOnline@JCU
Duque, H.V.; Do, T.P.T.; Lopes, M.C.A.; Konovalov, D.A.; White, R.D.; Brunger, M.J.; Jones, B.D. (2015) 'The role of electron-impact vibrational excitation in electron transport through gaseous tetrahydrofuran'. Journal of Chemical Physics, 142 :1-7. [DOI]
Journal Publication
ResearchOnline@JCU
Jones, David B.; Jerry, Dean R.; Forêt, Sylvain; Konovalov, Dmitry A.; Zenger, Kyall R. (2013) 'Genome-wide SNP validation and mantle tissue transcriptome analysis in the silver-lipped pearl oyster, Pinctada maxima'. Marine Biotechnology, 15 (6):647-658. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Fursa, Dmitry V.; Bray, Igor (2012) 'J-matrix calculation of electron-helium S-wave scattering: II single ionization and single excitation'. Physical Review A (Atomic, Molecular and Optical Physics), 86 (5):1-7. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, D.A.; Fursa, D.V.; Bray, I. (2011) 'J-matrix calculation of electron-helium S-wave scattering'. Physical Review A (Atomic, Molecular and Optical Physics), 84 (3):1-10. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, D.A.; Bray, I. (2010) 'Calculation of electron-impact ionization using the J-matrix method'. Physical Review A (Atomic, Molecular and Optical Physics), 82 (2):1-8. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Sim, Nigel; Deconinck, Eric; Vander Heyden, Yvan; Coomans, Danny (2008) 'Statistical confidence for variable selection in QSAR models via Monte Carlo cross-validation'. Journal of Chemical Information and Modeling, 48 (2):370-383. [DOI]
Journal Publication
ResearchOnline@JCU
Litow, Bruce; Konovalov, Dmitry (2008) 'Phenotype space and kinship assignment for the Simpson index'. RAIRO - Theoretical Informatics and Applications, 42 (2):323-333. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Heg, Dik (2008) 'A Maximum-Likelihood relatedness estimator allowing for negative relatedness values'. Molecular Ecology Resources, 8 (2):256-263. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Llewellyn, Lyndon E.; Vander Heyden, Yvan; Coomans, Danny (2008) 'Robust cross-validation of linear regression QSAR models'. Journal of Chemical Information and Modeling, 48 (10):2081-2094. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Coomans, Danny; Deconinck, Eric; Vander Heyden, Yvan (2007) 'Benchmarking of QSAR models for blood-brain barrier permeation'. Journal of Chemical Information and Modeling, 47 (4):1648-1656. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Litow, Bruce; Bajema, Nigel (2005) 'Partition-distance via the assignment problem'. Bioinformatics, 21 (10):2463-2468. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry; Bajema, Nigel; Litow, Bruce (2005) 'Modified Simpson O(n3) algorithm for the full sibship reconstruction problem'. Bioinformatics, 21 (20):3912-3917. [DOI]
Journal Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Manning, Clint; Henshaw, Michael T. (2004) 'KINGROUP: a program for pedigree relationship reconstruction and kin group assignments using genetic markers'. Molecular Ecology Notes, 4 (4):779-782. [DOI]
Konovalov, Dmitry A.; Swinhoe, Natalie; Efremova, Dina B.; Birtles, R. Alastair; Kusetic, Martha; Adams, Kent; Hillcoat, Suzanne; Curnock, Matthew I.; Williams, Genevieve; Sobtzick, Susan; Sheaves, Marcus (2020) Global Oceans 2020: Singapore – U.S. Gulf Coast Minke whale detection in underwater imagery using classification CNNs Biloxi, MS, USA, [DOI]
Conference Publication
ResearchOnline@JCU
Wang, Junling; Sankupellay, Mangalam; Konovalov, Dmitry; Towsey, Michael; Roe, Paul (2019) 2019 Digital Image Computing: Techniques and Applications (DICTA) Social network analysis of an acoustic environment: the use of visualised data to characterise natural habitats Perth, WA, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Saleh, Alzayat; Bradley, Michael; Sankupellay, Mangalam; Marini, Simone; Sheaves, Marcus (2019) 2019 International Joint Conference on Neural Networks (IJCNN) Underwater fish detection with weak multi-domain supervision Budapest, Hungary, [DOI]
Conference Publication
ResearchOnline@JCU
Lapico, Adrian; Sankupellay, Mangalam; Cianciullo, Louis; Myers, Trina; Konovalov, Dmitry A.; Jerry, Dean R.; Toole, Preston; Jones, David B.; Zenger, Kyall R. (2019) 2019 Digital Image Computing: Techniques and Applications (DICTA) Using image processing to automatically measure pearl oyster size for selective breeding Perth, WA, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Saleh, Alzayat; Efremova, Dina B.; Domingos, Jose A.; Jerry, Dean R. (2019) 2019 Digital Image Computing: Techniques and Applications (DICTA) Automatic weight estimation of harvested fish from images Perth, WA, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Data-efficient classification of birdcall through Convolutional Neural Networks transfer learning
2019
Efremova, Dina B.; Sankupellay, Mangalam; Konovalov, Dmitry A. (2019) 2019 Digital Image Computing: Techniques and Applications (DICTA) Data-efficient classification of birdcall through Convolutional Neural Networks transfer learning Perth, WA, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Jahangard, Simindokht; Schwarzkopf, Lin (2018) 2018 Digital Image Computing: Techniques and Applications (DICTA) In situ cane toad recognition Canberra, ACT, Australia, [DOI]
Conference Publication
ResearchOnline@JCU
Konovalov, D.A.; Domingos, J.A.; White, R.D.; Jerry, D.R. (2018) Proceedings of the 2nd International Conference on Advances in Image Processing - ICAIP '18 Automatic scaling of fish images Chengdu, China, [DOI]
Conference Publication
ResearchOnline@JCU
Sankupellay, Mangalam; Konovalov, Dmitry (2018) AAS2018: Acoustics 2018: hear to listen Bird call recognition using deep convolutional neural network, ResNet-50 Adelaide, SA, Australia,
Conference Publication
ResearchOnline@JCU
Konovalov, D.A.; Domingos, J.A.; Bajema, C.; White, R.D.; Jerry, D.R. (2017) ICAIP 2017: International Conference on Advances in Image Processing Ruler detection for automatic scaling of fish images Bangkok, Thailand, [DOI]
Conference Publication
ResearchOnline@JCU
Konovalov, Dmitry A.; Heg, Dik (2008) 6th Asia-Pacific Bioinformatics Conference . In: Brazma, Alvis;Miyano, Satoru;Akutsu, Tatsuya eds. Estimation of population allele frequencies from small samples containing multiple generations Kyoto, Japan,
Conference Publication
ResearchOnline@JCU
Konovalov, Dmitry (2006) 4th Asia-Pacific Bioninformatics Conference . In: Jiang, Tao;Yang, Ueng-Cheng;Chen, Yi-Ping Phoebe;Wong, Limsoon eds. Accuracy of four heuristics for the full sibship reconstruction problem in the presence of genotype errors Taipei, Taiwan, [DOI]
Conference Publication
ResearchOnline@JCU
Kophamel Orduna, Sara; Ward, Leigh; Konovalov, Dmitry; Ariel, Ellen; Bell, Ian; Cassidy, Nathan; Balastegui Martinez, Maria T.; Munns, Suzanne (2021) Society for Experimental Biology 2021 Annual Conference Adipose tissue estimation in green turtles (Chelonia mydas) by bioelectrical impedance analysis and diagnostic imaging Online, .
Conference Contribution
ResearchOnline@JCU
Kophamel, Sara; Ward, Leigh; Konovalov, Dmitry; Ariel, Ellen; Mendez, Diana; Bell, Ian; Cassidy, Nathan; Balastegui Martinez, Maria T.; Munns, Suzanne (2021) CUENCA 2021: 69th Wildlife Disease Association (WDA)/14th European Wildlife Disease Association (EWDA) Joint Virtual Conference Adipose tissue estimation in green turtles (Chelonia mydas) using deep learning, diagnostic imaging and bioelectrical impedance analysis Online, .
Conference Contribution
ResearchOnline@JCU
Cocks, D.; Boyle, G.; Casey, M.; Garland, N.; Konovalov, D.; Stokes, P.; Brunger, M.J.; Buckman, S.J.; De Urquijo, J.; Dujko, S.; Garcia, G.; McEachran, R.P.; Petrovic, Z.; White, R.D. (2016) GD2016: 21st International Conference on Gas Discharges and their Applications Transport of charged particles in gaseous and liquid systems: theory, experiment and self-consistent cross section sets Nagoya, Japan, .
Conference Contribution
ResearchOnline@JCU
De Urquijo, J.; Casey, M.; Konvalov, D.; Brunger, M.J.; Garcia, G.; Petrovic, Z.; White, R.D. (2015) ICPEAC 2015: XXIX International Conference of Phototonic, Electronic, and Atomic Collisions Electron impact cross-sections for biomolecules - completeness and self-consistency via swarm analysis Toledo, Spain, . [DOI]