Deep Learning-Based Classification of Melanoma Using Dermoscopic Images: Comparative Evaluation of Convolutional Neural Network and DenseNet Models. [PDF]
Sanghvi H +7 more
europepmc +1 more source
This study establishes perineural invasion density (PNID) as a superior prognostic marker in prostate cancer, outperforming conventional perineural invasion in predicting biochemical recurrence and radiographic progression. Concurrent β–blocker use is associated with favorable outcomes exclusively in High–PNID patients. An MRI–based deep learning model
Bohao Liu +20 more
wiley +1 more source
ReSNNance: an HDL generation framework for spiking neural networks. [PDF]
López-Asunción S +3 more
europepmc +1 more source
Highly Linear Perovskite Synapses for Neuromorphic Computing
Voltage spikes applied to an Au/ACI‐phase perovskite/ITO memristor emulate the ionic signaling of a biological synapse, generating a tunable postsynaptic current. The vertically aligned perovskite film confines iodide‐vacancy migration, enabling highly linear, and symmetric conductance updates with 100 states and 5.5 aJ per event. Such synapses sustain
Zhongwen Sun +7 more
wiley +1 more source
Nonlinear Feature Modeling Using Kolmogorov-Arnold Networks in Electroencephalography for Depression Classification: Deep Learning Study. [PDF]
Yang B, Fan Y, Wei X, Shi C.
europepmc +1 more source
Subclinical matrix disruption precedes degenerative meniscal tears across the knee joint. A spatial compartmental radiomics model utilizing 3D‐DESS MRI captures early osteochondral destabilization, accurately predicting incident tears up to four years pre‐collapse. Feature attributions uncover coordinated chondral and osseous alterations, advancing non‐
Shengfa Li +13 more
wiley +1 more source
Rolling bearing fault diagnosis method based on dual attention multi-scale convolutional network. [PDF]
Zhang Y, Liu X.
europepmc +1 more source
In this work, we show that multisensory integration in autistic children is characterized by attenuated ERP responses and α‐band desynchronization, together with reduced theta‐band communication between parieto‐occipital and frontal regions. The intermediate neural profile observed in unaffected siblings raises the possibility that altered cortical ...
Theo Vanneau +3 more
wiley +1 more source
Construction and validation of a unified 3D convolutional neural network framework for automated identification of cervical spinal cord injury based on CT imaging. [PDF]
Ou D +8 more
europepmc +1 more source
A Hybrid Convolutional, Mamba and Spiking Neural Network Architecture Search for Seizure Prediction. [PDF]
Yu B +5 more
europepmc +1 more source

