| Full text | |
| Author(s): |
Scabini, Leonardo
;
Zielinski, Kallil M.
;
Fares, Ricardo T.
;
Konuk, Emir
;
Miranda, Gisele
;
Kolb, Rosana M.
;
Ribas, Lucas C.
;
Bruno, Odemir M.
Total Authors: 8
|
| Document type: | Journal article |
| Source: | PROCEEDINGS OF THE 2024 9TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING TECHNOLOGIES, ICMLT 2024; v. N/A, p. 5-pg., 2024-01-01. |
| Abstract | |
In this work, we explore various computer vision techniques, with a focus on texture recognition approaches, for the task of plant species detection. We particularly emphasize the study of a challenging dataset consisting of 50 Brazilian plant species' leaf midrib cross-sections using microscope images. The research focuses on a recent method named Random Encoding of Aggregated Deep Activation Maps (RADAM) that leverages deep features from pre-trained Convolutional Neural Networks (CNNs) for improved plant species identification. This method demonstrates significant advancement over traditional texture analysis and deep learning approaches, showcasing the potential of combining deep feature engineering with texture analysis for accurate plant species recognition. (AU) | |
| FAPESP's process: | 23/04583-2 - Pattern recognition in images based on artificial neural networks and complex systems: from handcrafted descriptor extraction to automated learning |
| Grantee: | Lucas Correia Ribas |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 23/10442-2 - Deep learning for pattern recognition on multi-sensor and multidimensional data |
| Grantee: | Leonardo Felipe dos Santos Scabini |
| Support Opportunities: | Scholarships in Brazil - Post-Doctoral |
| FAPESP's process: | 22/03668-1 - Analysis of the Dynamic Behavior of Complex Systems and Artificial Neural Networks in Computer Vision and Artificial Intelligence |
| Grantee: | Kallil Miguel Caparroz Zielinski |
| Support Opportunities: | Scholarships in Brazil - Doctorate |
| FAPESP's process: | 24/00530-4 - Texture Feature Aggregation and Learning with Vision Transformers and its Applications on Biological and Medical Images |
| Grantee: | Leonardo Felipe dos Santos Scabini |
| Support Opportunities: | Scholarships abroad - Research Internship - Post-doctor |
| FAPESP's process: | 18/22214-6 - Towards a convergence of technologies: from sensing and biosensing to information visualization and machine learning for data analysis in clinical diagnosis |
| Grantee: | Osvaldo Novais de Oliveira Junior |
| Support Opportunities: | Research Projects - Thematic Grants |