Steel defect detection is important for industry production as it is tied to the product quality and production efficiency. However, previous steel defect detection methods based on deep convolutional neural networks heavily rely on large‐scale data for ...
Zhoufeng Liu +4 more
doaj +1 more source
Exploring Dynamic Hierarchical Fusion for Multi-View Clustering
Multi-view clustering is effective at uncovering the latent structures within different views or modalities. However, existing approaches often oversimplify the problem by treating the contribution and granularity of information from all views as uniform,
Zhenshan Chen +6 more
doaj +1 more source
Image Quality Assessment Based on Multi-Scale Representation and Shifting Transformer
In automatic control systems, sensors and cameras are often used to capture images of the environment or processes being monitored. The quality of these images is paramount as it directly affects the system’s ability to accurately interpret and ...
Geng Fu +6 more
doaj +1 more source
Multi-scale tree-guided contrastive learning for structure-aware graph representation
Existing graph contrastive learning (GCL) methods typically rely on random perturbations to generate augmented views. However, they often fail to explicitly model higher-order structural semantics.
Jiajie Du +7 more
doaj +1 more source
HMHGT: Hierarchical Multi-Scale Hypergraph Representation for Histopathology Whole Slide Images
Cancer prognosis is a challenging task in computational pathology, requiring comprehensive representation of tissue features with context awareness to more accurately infer patient survival. However, existing deep learning methods, such as multi-instance
Shangce Wang, Lukai Jiang, Chenggong Qiu
doaj +1 more source
Contrastive Representation Distillation via Multi-Scale Feature Decoupling
Knowledge distillation enhances the performance of compact student networks by transferring knowledge from more powerful teacher networks without introducing additional parameters. In the feature space, local regions within an individual global feature encode distinct yet interdependent semantic information.
Wang, Cuipeng, Wang, Haipeng
openaire +2 more sources
A collaborative multi-attention network for real-time small object detection in UAV imagery. [PDF]
Yang J, Yue X, Wu L.
europepmc +1 more source
MobileSteelNet: A Lightweight Steel Surface Defect Classification Network with Cross-Interactive Efficient Multi-Scale Attention. [PDF]
Zou X, Liu Z, Xu C, Zhang J, Li Z.
europepmc +1 more source
A BIM-Based Digital Twin Framework for Urban Roads: Integrating MMS and Municipal Geospatial Data for AI-Ready Urban Infrastructure Management. [PDF]
Scolamiero V, Boccardo P.
europepmc +1 more source
Robust Tracker: Integrating CPM-YOLO and BOTSORT for Cross-Modal Vessel Tracking. [PDF]
Lv F, Zhang Y.
europepmc +1 more source

