4 papers
SAM3-Assisted Training of Lightweight YOLO Models for Precision Pig Farming
Marcos Vinicius Mendes Faria, Thiago Borges Pereira, Isabella C. F. S. Condotta +2
Deep learning-based object detection has revolutionized Precision Livestock Farming (PLF), yet a critical barrier remains: high-performance Foundation Models (such as SAM 3) are to…
Selective Embedding for Deep Learning
Mert Sehri, Zehui Hua, Francisco de Assis Boldt +1
Deep learning has revolutionized many industries by enabling models to automatically learn complex patterns from raw data, reducing dependence on manual feature engineering. Howeve…
Towards a Universal Vibration Analysis Dataset: A Framework for Transfer Learning in Predictive Maintenance and Structural Health Monitoring
Mert Sehri, Igor Varejão, Zehui Hua +5
ImageNet has become a reputable resource for transfer learning, allowing the development of efficient ML models with reduced training time and data requirements. However, vibration…
Enhancing Brazilian Sign Language Recognition through Skeleton Image Representation
Carlos Eduardo G. R. Alves, Francisco de Assis Boldt, Thiago M. Paixão
Effective communication is paramount for the inclusion of deaf individuals in society. However, persistent communication barriers due to limited Sign Language (SL) knowledge hinder…