2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI)最新文献

COVID-19 Diagnosis on Chest X-Ray Images using an Xception-based Deep Learning Classifier and Gradient-weighted Class Activation Mapping 基于例外的深度学习分类器和梯度加权类激活映射的胸部x射线图像COVID-19诊断

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10225933

D. Maldonado, R. Araguillin, Felipe Grijalva, D. Benítez, Noel Pérez

引用次数: 0

A Novel Hybrid Control Approach with PSO Optimization for Processes with Long Time-Delay 基于粒子群优化的长时滞过程混合控制方法

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10226150

M. Herrera, D. Benítez, Noel Pérez, A. Di Teodoro, Oscar Camacho

引用次数: 0

Spatial Shrinkage Prior: A Probabilistic Approach to Model for Categorical Variables with Many Levels 空间收缩先验:多层次分类变量模型的概率方法

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10226106

D. Cruz-Reyes

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引用次数: 0

Evaluation of Extreme Learning Machines for Detecting Heart Diseases 极限学习机检测心脏疾病的评估

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10226128

Diego Martínez, David Zabala-Blanco, Roberto Ahumada-García, I. Soto, A. D. Firoozabadi, Pablo Palacios Játiva

引用次数: 0

Analysis of Economic Indicators Through News and Twitter Using Text Mining, Machine Learning and Multiagent Systems 利用文本挖掘、机器学习和多智能体系统分析新闻和推特的经济指标

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10225755

Cristhian Johnathan Izquierdo Ortiz

引用次数: 0

Molecular Compounds Proposal for Drug-Resistant Tuberculosis in the Drug Discovery Process 耐药结核药物发现过程中的分子化合物建议

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10225875

Michael Stiven Ramirez Campos, Diana C. Rodríguez, A. Orjuela-Cañón

引用次数: 0

Application of Convolutional Neural Networks to Emotion Recognition for Robotic Arm Manipulation 卷积神经网络在机器人手臂操纵的情感识别中的应用

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10225880

Walter Fuertes, Karen Hunter, D. Benítez, Noel Pérez, Felipe Grijalva, Maria Baldeon-Calisto

引用次数: 0

Towards Automatic Animal Classification in Wildlife Environments for Native Species Monitoring in the Amazon 亚马逊地区原生物种监测中野生动物环境自动分类研究

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10226093

María-José Zurita, Daniel Riofrío, Noel Pérez, David Romo, D. Benítez, Ricardo Flores Moyano, Felipe Grijalva, Maria Baldeon-Calisto

{"title":"Towards Automatic Animal Classification in Wildlife Environments for Native Species Monitoring in the Amazon","authors":"María-José Zurita, Daniel Riofrío, Noel Pérez, David Romo, D. Benítez, Ricardo Flores Moyano, Felipe Grijalva, Maria Baldeon-Calisto","doi":"10.1109/ColCACI59285.2023.10226093","DOIUrl":"https://doi.org/10.1109/ColCACI59285.2023.10226093","url":null,"abstract":"Although critical for habitat and species conservation, camera trap image analysis is often manual, time-consuming, and expensive. Thus, automating this process would allow large-scale research on biodiversity hotspots of large conspicuous mammals and bird species. This paper explores the use of deep learning species-level object detection and classification models for this task, using two state-of-the-art architectures, YOLOv5 and Faster R-CNN, for two species: white-lipped peccary and collared peccary. The dataset contains 7,733 images obtained after data augmentation from the Tiputini Biodiversity Station. The models were trained in 70% of the dataset, validated in 20%, and tested in 10% of the available data. The YOLOv5 model proved to be more robust, having lower losses and a higher overall mAP (Mean Average Precision) value than Faster-RCNN. This is one of the first steps towards developing an automated camera trap analysis tool, allowing a large-scale analysis of population and habitat trends to benefit their conservation. The results suggest that hyperparameter fine-tuning would improve our models and allow us to extend this tool to other native species.","PeriodicalId":206196,"journal":{"name":"2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132136814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Machine Learning Clustering for Cancer Analysis Employing Gene Expression Data 利用基因表达数据进行癌症分析的机器学习聚类

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10226026

Camilo Andrés Pérez Ospino, Jorman Arbey Castro Rivera, A. Orjuela-Cañón

引用次数: 0

GUI for fuzzy logic self-tuning PID control and FPD+I control in a temperature plant 用于温度装置模糊自整定PID控制和FPD+I控制的GUI

2023 IEEE Colombian Conference on Applications of Computational Intelligence (ColCACI) Pub Date : 2023-07-26 DOI: 10.1109/ColCACI59285.2023.10225874

Daniel Bonilla Blanco, Yoiner Picón González, Oscar Manuel Duque Suaréz, J. Vargas, Jorge Luis Diaz Rodriguez, Aldo Pardo García

引用次数: 0