Automated pest detection plays a critical role in supporting agricultural productivity by enabling accurate and efficient recognition of pest species in field conditions. This study presents a comparative evaluation and ablation analysis of four lightweight object detection models, namely YOLOv5n, YOLOv8n, YOLOv11n, an...
Joshua Pinem, Widi Astuti, A. Adiwijaya· International Conference on...· 0 citations
Lung disease remains a major global health concern, and accurate diagnosis using chest X-ray images plays a crucial role in supporting effective clinical decision-making. The contribution of this work lies in empirically demonstrating how internal redundancy removal through standard magnitude-based pruning can improve...
Joshua Pinem, Widi Astuti, A. Adiwijaya· International Conference on...· 0 citations
Attention mechanisms are widely adopted in convolutional neural networks to improve feature representation, yet their consistent effectiveness in medical image classification remains uncertain. This study systematically evaluates channel and spatial attention mechanisms integrated into a ResNet50 architecture for chest...
Joshua Pinem, Widi Astuti, Adiwijaya· International Conference on...· 0 citations
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