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InfoSys 2025 Congress
March 09, 2025 to March 13, 2025 - Lisbon, Portugal
- ICNS 2025, The Twenty-Second International Conference on Networking and Services
- ICAS 2025, The Twenty-Second International Conference on Autonomic and Autonomous Systems
- ENERGY 2025, The Fifteenth International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies
- WEB 2025, The Thirteenth International Conference on Building and Exploring Web Based Environments
- DBKDA 2025, The Seventeenth International Conference on Advances in Databases, Knowledge, and Data Applications
- SIGNAL 2025, The Tenth International Conference on Advances in Signal, Image and Video Processing
- BIOTECHNO 2025, The Seventeenth International Conference on Bioinformatics, Biocomputational Systems and Biotechnologies
- AIHealth 2025, The Second International Conference on AI-Health
InfoWare 2025 Congress
March 09, 2025 to March 13, 2025 - Lisbon, Portugal
- ICCGI 2025, The Twentieth International Multi-Conference on Computing in the Global Information Technology
- ICWMC 2025, The Twenty-Second International Conference on Wireless and Mobile Communications
- VEHICULAR 2025, The Fourteenth International Conference on Advances in Vehicular Systems, Technologies and Applications
- INTERNET 2025, The Seventeenth International Conference on Evolving Internet
- COLLA 2025, The Fifteenth International Conference on Advanced Collaborative Networks, Systems and Applications
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- VISUAL 2025, The Tenth International Conference on Applications and Systems of Visual Paradigms
- HUSO 2025, The Eleventh International Conference on Human and Social Analytics
- BRAININFO 2025, The Tenth International Conference on Neuroscience and Cognitive Brain Information
DataSys 2025 Congress
April 06, 2025 to April 10, 2025 - Valencia, Spain
- AICT 2025, The Twenty-Second Advanced International Conference on Telecommunications
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- ICIMP 2025, The Twentieth International Conference on Internet Monitoring and Protection
- SMART 2025, The Fourteenth International Conference on Smart Cities, Systems, Devices and Technologies
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- MOBILITY 2025, The Fifteenth International Conference on Mobile Services, Resources, and Users
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ComputationWorld 2025 Congress
April 06, 2025 to April 10, 2025 - Valencia, Spain
- SERVICE COMPUTATION 2025, The Seventeenth International Conference on Advanced Service Computing
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- COGNITIVE 2025, The Seventeenth International Conference on Advanced Cognitive Technologies and Applications
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NexComm 2025 Congress
May 18, 2025 to May 22, 2025 - Nice, France
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DigitalWorld 2025 Congress
May 18, 2025 to May 22, 2025 - Nice, France
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- ALLSENSORS 2025, The Tenth International Conference on Advances in Sensors, Actuators, Metering and Sensing
- SMART ACCESSIBILITY 2025, The Tenth International Conference on Universal Accessibility in the Internet of Things and Smart Environments
IARIA Congress 2025, The 2025 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
July 06, 2025 to July 10, 2025 - Athens, Greece
DigiTech 2025 Congress
July 06, 2025 to July 10, 2025 - Athens, Greece
- DIGITAL 2025, Advances on Societal Digital Transformation
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NexTech 2025 Congress
September 28, 2025 to October 02, 2025 - Lisbon, Portugal
- UBICOMM 2025, The Nineteenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
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- SEMAPRO 2025, The Nineteenth International Conference on Advances in Semantic Processing
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- EMERGING 2025, The Seventeenth International Conference on Emerging Networks and Systems Intelligence
- DATA ANALYTICS 2025, The Fourteenth International Conference on Data Analytics
- GLOBAL HEALTH 2025, The Fourteenth International Conference on Global Health Challenges
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SoftNet 2025 Congress
September 28, 2025 to October 02, 2025 - Lisbon, Portugal
- ICSEA 2025, The Twentieth International Conference on Software Engineering Advances
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- CENTRIC 2025, The Eighteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
- VALID 2025, The Seventeenth International Conference on Advances in System Testing and Validation Lifecycle
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- SOTICS 2025, The Fifteenth International Conference on Social Media Technologies, Communication, and Informatics
- INNOV 2025, The Fourteenth International Conference on Communications, Computation, Networks and Technologies
- AISyS 2025, The Second International Conference on AI-based Systems and Services
SocSys 2025 Congress
October 26, 2025 to October 30, 2025 - Barcelona, Spain
NetWare 2025 Congress
October 26, 2025 to October 30, 2025 - Barcelona, Spain
- SENSORCOMM 2025, The Nineteenth International Conference on Sensor Technologies and Applications
- SENSORDEVICES 2025, The Sixteenth International Conference on Sensor Device Technologies and Applications
- SECURWARE 2025, The Nineteenth International Conference on Emerging Security Information, Systems and Technologies
- AFIN 2025, The Seventeenth International Conference on Advances in Future Internet
- CENICS 2025, The Eighteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
- ICQNM 2025, The Nineteenth International Conference on Quantum, Nano/Bio, and Micro Technologies
- FASSI 2025, The Eleventh International Conference on Fundamentals and Advances in Software Systems Integration
- GREEN 2025, The Tenth International Conference on Green Communications, Computing and Technologies
- HEALTHINFO 2025, The Tenth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
TechWorld 2025 Congress
October 26, 2025 to October 30, 2025 - Barcelona, Spain
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ThinkMind // IARIA Congress 2024, The 2024 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications // View article iaria_congress_2024_2_90_50050
Audio vs. Visual Approach to Monitor the Critically Endangered Species Atlapetes blancae: Developing Deep Learning Models with Limited Data
 Authors:
Julian D. Santamaria P
Jhony H. Giraldo
Angelica Diaz-Pulido
Claudia Isaza Keywords: Atlapetes blancae identification; Computer vision; Bioacoustics; Passive monitoring. Abstract:
Using artificial intelligence algorithms for animal passive monitoring is a cost-effective tool. This kind of data analysis permits detailed and efficient tracking of species, as exemplified by the case of the endemic Antioquia brushfinch (Atlapetes blancae). Atlapetes blancae is from the high-elevation plateau of Santa Rosa de Osos in Antioquia Colombia. These birds are currently listed as critically endangered by the International Union for Conservation of Nature (IUCN). Their population is estimated at approximately 108 individuals. Sound recorders and camera traps are important tools for longterm monitoring as they provide extensive registers of data. However, analyzing this data is a labor-intensive process that requires experts to manually process the extensive amount of information. Additionally, identifying acoustic patterns for the Atlapetes blancae species based on artificial intelligent algorithms is problematic due to the lack of labeled data and the complexity of the vocalizations. This study introduces a novel methodology for real-environment audio analysis, addressing the challenge of unlabeled registers using a semi-automatic approach. We leverage the Learning Algorithm for Multivariate Data Analysis (LAMDA) and KiwiNet convolutional network architecture for audio recognition. Additionally, we analyze the videos using Multi-Layer Robust Principal Component Analysis (Multi-layer RPCA) to obtain cropped images from the video, which are then processed using a ResNet-18 architecture for classification. Finally, we compare both models to identify strengths and limitations. With a collection of 7,147 audio recordings and 17,159 videos, only 11 audio and 48 video recordings contain Atlapetes blancae presence. Our approach achieves F-measure average scores of 0.823 and 0.562 for audio and video analysis, respectively. Notably, in this case, the audio model is more robust than the video model. Pages: 72 to 80 Copyright: Copyright (c) IARIA, 2024 Publication date: June 30, 2024 Published in: conference ISBN: 978-1-68558-180-0 Location: Porto, Portugal Dates: from June 30, 2024 to July 4, 2024
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