ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Download
Share
Publications Copernicus
Download
Citation
Share
Articles | Volume X-3/W4-2025
https://doi.org/10.5194/isprs-annals-X-3-W4-2025-21-2026
https://doi.org/10.5194/isprs-annals-X-3-W4-2025-21-2026
13 Mar 2026
 | 13 Mar 2026

Impact of Training Set Size on Representation Learning for Hyperspectral Image Classification

Victor Andres Ayma Quirita, Aramis Palacios, Victor Hugo Ayma Quirita, Walter Aliaga, and Gilson A. O. P. Costa

Related authors

Assessing the Generalization Capacity of Convolutional Neural Networks and Vision Transformers for Deforestation Detection in Tropical Biomes
Pedro J. Soto Vega, Daliana Lobo Torres, Gustavo X. Andrade-Miranda, Gilson A. O. P. da Costa, and Raul Queiroz Feitosa
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 519–525, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-519-2024,https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-519-2024, 2024
Leveraging SAR and Optical Remote Sensing for Enhanced Biomass Estimation in the Amazon with Random Forest and XGBoost Models
Rodrigo Antunes, Luiz Junior, Gilson Costa, Raul Feitosa, Edilson de Souza Bias, Abimael Cereda Junior, Catherine Almeida, Laura E. Cué La Rosa, Patrick Happ, and Leonardo Chiamulera
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 21–27, https://doi.org/10.5194/isprs-annals-X-3-2024-21-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-21-2024, 2024
Unsupervised multi-target domain adaptation for deforestation detection in tropical rainforest
Mabel X. Ortega Adarme, Gilson A. O. P. da Costa, Pedro J. Soto Vega, Christian Heipke, and Raul Q. Feitosa
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 293–302, https://doi.org/10.5194/isprs-annals-X-3-2024-293-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-293-2024, 2024
Deep-Sea Fauna Segmentation: A Comparative Analysis of Convolutional and Vision Transformer Architectures at Lucky Strike Vent Field
Pedro J. Soto Vega, Gustavo X. Andrade-Miranda, Gilson A. O. P. da Costa, Panagiotis Papadakis, Marjolaine Matabos, Thibault Napoleon, Ayoub Karine, and Henrique Fagundes Gasparoto
ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 387–395, https://doi.org/10.5194/isprs-annals-X-3-2024-387-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-387-2024, 2024
A DEBIASING VARIATIONAL AUTOENCODER FOR DEFORESTATION MAPPING
M. X. Ortega Adarme, P. J. Soto Vega, G. A. O. P. Costa, R. Q. Feitosa, and C. Heipke
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 217–223, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-217-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-217-2023, 2023