Training materials:
- SPOC Machine Learning for Earth Observation (ML4EO): https://www.space-academy.it/course/machinelearningeo
- SPOC Soft Skills: https://www.space-academy.it/course/spocsoftskill
- SPOC Entrepreneurship https://www.space-academy.it/course/startechprogram
Open data
Publications:
Journal papers:
- M. Ivanovici, S. Popa, K. Marandskiy and C. Florea, “Deep automatic soil roughness estimation from digital images“, European Journal of Remote Sensing, 2024 DOI: https://doi.org/10.1080/22797254.2024.2342955
- M. El Sakka, J. Mothe, and M. Ivanovici, “Images and CNN applications in smart agriculture“, European Journal of Remote Sensing, 57(1), 2024, DOI: https://doi.org/10.1080/22797254.2024.2352386
- I. C. Plajer, A. Băicoianu, L. Majercsik and M. Ivanovici, “Multisource Remote Sensing Data Visualization using Machine Learning,” in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, article no. 5510912, 2024 DOI: https://doi.org/10.1109/TGRS.2024.3372639
- M. Ivanovici, “A Multi-Spectral Fractal Image Model and Its Associated Fractal Dimension Estimator”, Fractal and Fractional 7, no. 3: 238, 2023 DOI: https://doi.org/10.3390/fractalfract7030238
Conference articles:
- K. Marandskiy, M. Ivanovici, Hyperspectral Image Visualization Based on Maximum-Reflectance Wavelength Colorization, ICEMES, Oradea, Romania, 8-9 June 2023 DOI: https://doi.org/10.1109/EMES58375.2023.10171717
- K. Marandskiy, M. Ivanovici, Soil Roughness Estimation Using Fractal Analysis on Digital Images of Soil Surface, ISSCS, Iasi, Romania, 13-14 July 2023 DOI: https://doi.org/10.1109/ISSCS58449.2023.10190895
- S. Oprisescu, R. M. Coliban, M. Ivanovici, Hyperspectral Image Segmentation and Entropy Calculation for Qualitative Analysis of Grassland, ISSCS, Iasi, Romania, 13-14 July 2023 DOI: https://doi.org/10.1109/ISSCS58449.2023.10190944
- I. Plajer, A. Baicoianu, L. Majercsik, AI-Based Visualization of Remotely-Sensed Spectral Images, ISSCS, Iasi, Romania, 13-14 July 2023 DOI: https://doi.org/10.1109/ISSCS58449.2023.10190908
- N. Neptune and J. Mothe, Annotating Satellite Images of Forests with Keywords from a Specialized Corpus in the Context of Change Detection, Proc. of the 20th Int. Conf. on Content-based Multimedia Indexing (CBMI ’23), ACM, New York, USA, 2023 DOI: https://doi.org/10.1145/3617233.3617242
- M. Ivanovici, K. Marandskiy, Exponential Feature Extraction and Learning for Pixel-Wise Hyperspectral Image Compression, IGARSS, Pasadena, California, 15-21 July 2023 DOI: https://doi.org/10.1109/IGARSS52108.2023.10282126
- M. Ivanovici, S. Oprisescu, R.M. Coliban, K. Marandskiy, Exponential Features in the Fourier Domain for PRISMA Hyperspectral Image Segmentation, IGARSS, Pasadena, California, 15-21 July 2023 DOI: https://doi.org/10.1109/IGARSS52108.2023.10282239
- I. C. Plajer, A. Băicoianu, L. Majercsik and M. Ivanovici, NDVI Computation from Hyperspectral Images, 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Athens, Greece, 2023, pp. 1-5, DOI: 10.1109/WHISPERS61460.2023.10431225.
- K. Marandskiy, M. Ivanovici, S. Corcodel and S. Costache, Multispectral Fractal Image Analysis for Soil Roughness Estimation at Various Altitudes, 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), Athens, Greece, 2023, pp. 1-5, DOI: 10.1109/WHISPERS61460.2023.10431360.
Extended abstracts / short papers
- S. Popa, K. Marandskiy, G. Feldioreanu, M. Ivanovici, Convolutional neural network hardware implementation for soil roughness estimation, EARSeL, Bucuresti, Romania, 3-6 July 2023
Posters
- M. Ivanovici, C. Florea, A. Cațaron, R. Coliban, I. Plajer, A. Băicoianu, Ș. Oprișescu, L. Majercsik, Ș. Popa, K. Marandskiy, G. Feldioreanu, Gh. Olteanu, A. Manea, L. Dogar, AI-based Applications on Earth Observation Data for Agriculture, Romanian AI Days 2023, Brasov, Romania, 20-21 September 2023
- S. T. Sasidharan, D. Latini, M. Ivanovici, G. Schiavon, K. Thangavel, F. Del Frate, Smart Weed Control: Real-Time Inference and On-board Data Processing using Edge-AI, EARSeL, Bucuresti, Romania, 3-6 July 2023
Books and chapters