Revealing the underlying patterns: Investigating dataset similarity, performance, and generalization

A Achara, RK Pandey - Neurocomputing, 2024 - Elsevier
Supervised deep learning models require significant amount of labeled data to achieve an
acceptable performance on a specific task. However, when tested on unseen data, the …

CNN-based network with multi-scale context feature and attention mechanism for automatic pavement crack segmentation

J Liang, X Gu, D Jiang, Q Zhang - Automation in Construction, 2024 - Elsevier
The diversity and complexity of cracks pose significant challenges for the rapid and accurate
detection of pavement defects. To address these challenges, this paper aims to enhance …