RT info:eu-repo/semantics/article
T1 PhotoMatch: An Open-Source Tool for Multi-View and Multi-Modal Feature-Based Image Matching
A1 Ruiz de Oña, Esteban
A1 Barbero García, Inés
A1 González Aguilera, Diego
A1 Remondino, Fabio
A1 Rodríguez Gonzálvez, Pablo
A1 Hernández López, David
A2 Ingeniería CartograficaGeodesica y Fotogrametria
K1 Ingenierías
K1 Photogrammetry
K1 Computer vision
K1 Artificial intelligence
K1 Feature-based matching
K1 Feature extraction methods
K1 Hand-crafted methods
K1 Learning-based methods
AB [EN] The accurate and reliable extraction and matching of distinctive features (keypoints) in multi-view and multi-modal datasets is still an open research topic in the photogrammetric and computer vision communities. However, one of the main milestones is selecting which method is a suitable choice for specific applications. This encourages us to develop an educational tool that encloses different hand-crafted and learning-based feature-extraction methods. This article presents PhotoMatch, a didactical, open-source tool for multi-view and multi-modal feature-based image matching. The software includes a wide range of state-of-the-art methodologies for preprocessing, feature extraction and matching, including deep learning detectors and descriptors. It also provides tools for a detailed assessment and comparison of the different approaches, allowing the user to select the best combination of methods for each specific multi-view and multi-modal dataset. The first version of the tool was awarded by the ISPRS (ISPRS Scientific Initiatives, 2019). A set of thirteen case studies, including six multi-view and six multi-modal image datasets, is processed by following different methodologies, and the results provided by the software are analysed to show the capabilities of the tool. The PhotoMatch Installer and the source code are freely available.
PB MDPI
LK https://hdl.handle.net/10612/17538
UL https://hdl.handle.net/10612/17538
NO Ruiz de Oña, E., Barbero-García, I., González-Aguilera, D., Remondino, F., Rodríguez-Gonzálvez, P., & Hernández-López, D. (2023). PhotoMatch: An Open-Source Tool for Multi-View and Multi-Modal Feature-Based Image Matching. Applied Sciences, 13(9), 1-18. https://doi.org/10.3390/app13095467
DS BULERIA. Repositorio Institucional de la Universidad de León
RD 15-may-2024