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Applied Sciences, Vol. 16, Pages 8850: Explainable Ceramic-Form Classification and Visual Retrieval of Chinese Ceramic Cultural Heritage Using DINOv2 and Morphological Feature Fusion
1+ week, 1+ day ago (499+ words) The continued digitization of open museum collections provides new opportunities for the intelligent organization and visual discovery of cultural heritage. However, morphological similarity between ceramic forms, intra-class variation, and changing photographic conditions remain challenges for automated classification, model interpretation, and…...
Applied Sciences, Vol. 16, Pages 8271: Comparative Evaluation of Deep Transfer Learning Models for Ancient Coin Classification
3+ week, 4+ day ago (345+ words) In this paper, we present deep learning models for classifying ancient-coins using transfer learning applied to a custom dataset curated from a specialized collection. The dataset was meticulously developed through rigorous preparation and quality screening; the retained fine-grained classes are…...
Applied Sciences, Vol. 16, Pages 7968: A Noise-Robust Deep Learning Framework with Hierarchical Attention for Rock Image Recognition Under Inaccurate Supervision
1+ mon, 3+ day ago (499+ words) Rock image recognition based on deep learning serves as a critical task in intelligent geological analysis and core documentation. Although recent advances in deep learning have established the technical foundation for rock image identification, its practical deployment remains constrained by…...
Applied Sciences, Vol. 16, Pages 7877: From Pure Extension to Transtension: Two-Stage Plio-Quaternary Kinematic Evolution of the Edremit and Bakırçay Basins, NW Turkey
1+ mon, 6+ day ago (519+ words) Western Anatolia is a tectonically and seismically active region shaped by the complex interaction among the Eurasian, African, and Arabian plates. Since the Late Cenozoic, it has been dominated by an extensional tectonic regime. This study investigates the morphotectonic, seismotectonic,…...