Comparative performance of convolutional neural network, weighted and conventional support vector machine and random forest for classifying tree species using hyperspectral and … C Sothe, CM De Almeida, MB Schimalski, LEC La Rosa, JDB Castro, ... GIScience & Remote Sensing 57 (3), 369-394, 2020 | 117 | 2020 |
Applying fully convolutional architectures for semantic segmentation of a single tree species in urban environment on high resolution UAV optical imagery D Lobo Torres, R Queiroz Feitosa, P Nigri Happ, L Elena Cué La Rosa, ... Sensors 20 (2), 563, 2020 | 114 | 2020 |
Fully convolutional recurrent networks for multidate crop recognition from multitemporal image sequences JAC Martinez, LEC La Rosa, RQ Feitosa, IDA Sanches, PN Happ ISPRS Journal of Photogrammetry and Remote Sensing 171, 188-201, 2021 | 63* | 2021 |
Deep learning-based individual tree crown delineation in mangrove forests using very-high-resolution satellite imagery G Lassalle, MP Ferreira, LEC La Rosa, CR de Souza Filho ISPRS Journal of Photogrammetry and Remote Sensing 189, 220-235, 2022 | 43 | 2022 |
Multi-task fully convolutional network for tree species mapping in dense forests using small training hyperspectral data LEC La Rosa, C Sothe, RQ Feitosa, CM de Almeida, MB Schimalski, ... ISPRS Journal of Photogrammetry and Remote Sensing 179, 35-49, 2021 | 37 | 2021 |
Deep learning-based tree species mapping in a highly diverse tropical urban setting GB Martins, LEC La Rosa, PN Happ, LCT Coelho Filho, CJF Santos, ... Urban Forestry & Urban Greening 64, 127241, 2021 | 31 | 2021 |
A comparative analysis of deep learning techniques for sub-tropical crop types recognition from multitemporal optical/SAR image sequences JDB Castro, RQ Feitoza, LC La Rosa, PMA Diaz, IDA Sanches 2017 30th SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI …, 2017 | 31 | 2017 |
Combining deep learning and prior knowledge for crop mapping in tropical regions from multitemporal SAR image sequences LE Cué La Rosa, R Queiroz Feitosa, P Nigri Happ, I Del’Arco Sanches, ... Remote Sensing 11 (17), 2029, 2019 | 30 | 2019 |
A comparison of machine and deep-learning algorithms applied to multisource data for a subtropical forest area classification C Sothe, CM De Almeida, MB Schimalski, V Liesenberg, LEC La Rosa, ... International Journal of Remote Sensing 41 (5), 1943-1969, 2020 | 24 | 2020 |
Evaluation of recurrent neural networks for crop recognition from multitemporal remote sensing images JD Bermúdez, P Achanccaray, ID Sanches, L Cue, P Happ, RQ Feitosa Anais do XXVII Congresso Brasileiro de Cartografia, 800-804, 2017 | 21 | 2017 |
Advances in multi-and hyperspectral remote sensing of mangrove species: A synthesis and study case on airborne and multisource spaceborne imagery G Lassalle, MP Ferreira, LEC La Rosa, RDPM Scafutto, ... ISPRS Journal of Photogrammetry and Remote Sensing 195, 298-312, 2023 | 20 | 2023 |
Evaluating a convolutional neural network for feature extraction and tree species classification using uav-hyperspectral images C Sothe, LEC La Rosa, CM De Almeida, A Gonsamo, MB Schimalski, ... ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information …, 2020 | 13 | 2020 |
Dense fully convolutional networks for crop recognition from multitemporal SAR image sequences LEC La Rosa, PN Happ, RQ Feitosa IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 13 | 2018 |
Semantic segmentation of endangered tree species in Brazilian savanna using deeplabv3+ variants DL Torres, RQ Feitosa, LEC La Rosa, PN Happ, J Marcato, ... 2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS …, 2020 | 11 | 2020 |
Deploying an artificial intelligence application to detect flood from sentinel 1 data P Fraccaro, N Stoyanov, Z Gaffoor, LEC La Rosa, J Singh, T Ishikawa, ... Proceedings of the AAAI Conference on Artificial Intelligence 36 (11), 12489 …, 2022 | 10 | 2022 |
Fcrn-based multi-task learning for automatic citrus tree detection from uav images LEC La Rosa, M Zortea, BH Gemignani, DAB Oliveira, RQ Feitosa 2020 IEEE Latin American GRSS & ISPRS Remote Sensing Conference (LAGIRS …, 2020 | 10 | 2020 |
Learning from label proportions with prototypical contrastive clustering LEC La Rosa, DAB Oliveira Proceedings of the AAAI Conference on Artificial Intelligence 36 (2), 2153-2161, 2022 | 8 | 2022 |
Learning geometric features for improving the automatic detection of citrus plantation rows in UAV images LEC La Rosa, DAB Oliveira, M Zortea, BH Gemignani, RQ Feitosa IEEE Geoscience and Remote Sensing Letters 19, 1-5, 2020 | 8 | 2020 |
Investigating fusion strategies on encoder-decoder networks for crop segmentation using SAR and optical image sequences LEC La Rosa, DAB Oliveira, RQ Feitosa 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2405 …, 2021 | 6 | 2021 |
End-to-End CNN-CRFs for Multi-date Crop Classification Using Multitemporal Remote Sensing Image Sequences. LEC La Rosa, DAB Oliveira, RQ Feitosa CIKM Workshops, 2021 | 4 | 2021 |