KDLM: Lightweight Brain Tumor Segmentation via Knowledge Distillation
Advanced Intelligent Systems, EarlyView.A lightweight student network is designed, which is based on multiscale and multilevel feature fusion and combined with the residual channel attention mechanism to achieve efficient feature extraction and fusion with very few parameters. A dual‐teacher collaborative knowledge distillation framework is proposed.
Baotian Li +4 more
wiley +1 more source
Stable approach based diagonal recurrent quantum neural networks for identification of nonlinear systems. [PDF]
Sci RepKhalil H, Elshazly O, Shaheen O.
europepmc +1 more source
Advanced Intelligent Systems, EarlyView.This review explores the transformative impact of artificial intelligence on multiscale modeling in materials research. It highlights advancements such as machine learning force fields and graph neural networks, which enhance predictive capabilities while reducing computational costs in various applications.
Artem Maevskiy +2 more
wiley +1 more source
Regional and cannabis-related differences in prefrontal multiscale entropy of resting-state EEG. [PDF]
Clin Neurophysiol PractCreel WT, Brenner CA, Hartman RE.
europepmc +1 more source
Adaptive Macroscopic Ensemble Allocation for Robot Teams Monitoring Spatiotemporal Processes
Advanced Intelligent Systems, EarlyView.We propose an online, environment feedback‐driven macroscopic ensemble approach to adapt robot team task allocation in spatiotemporal environments by controlling robot populations rather than assigning individual robots, all while maintaining robust team performance even for small teams. Our simulation and experimental results show better or comparable
Victoria Edwards +2 more
wiley +1 more source
A DNN Biophysics Model with Topological and Electrostatic Features. [PDF]
J Chem Inf ModelSliheet E, Talha MA, Geng W.
europepmc +1 more source
Advanced Intelligent Systems, EarlyView.Four decades of retinal vessel segmentation research (1982–2025) are synthesized, spanning classical image processing, machine learning, and deep learning paradigms. A meta‐analysis of 428 studies establishes a unified taxonomy and highlights performance trends, generalization capabilities, and clinical relevance.
Avinash Bansal +6 more
wiley +1 more source
An efficient logarithmic estimator in stratified random sampling using single auxiliary variable. [PDF]
Sci RepShakoor F, Asif M, Atif M, Sher K.
europepmc +1 more source
Collaborative Visual Localization for Modular Self‐Reconfigurable Robots
Advanced Intelligent Systems, EarlyView.Relative localization in modular self‐reconfigurable robots is challenged by hardware limitations, constrained fields of view, and sensor faults. This paper, based on the SnailBot platform, presents a vision‐based collaborative localization method that combines ArUco markers with learning‐based algorithms to enable robust pose estimation from ...
Guanqi Liang +4 more
wiley +1 more source
A systematic review on competitive screening and independent variable unification focused on PAA structural parameter calculation formulas in mild anodization. [PDF]
RSC AdvFeng C, Li S, Zhao Y, Zhai T.
europepmc +1 more source