Latest Articles for Deep Learning

AE-DENet improves data communication through advanced channel estimation methods.

A new method simplifies pruning deep learning models using principles from physics.

ASiM framework enhances accuracy in energy-efficient deep learning technologies.

Bad data can lead to poor model performance in deep learning applications.

Milabench provides tailored benchmarks to improve AI performance evaluations.

TP-UNet enhances medical image segmentation by utilizing temporal information.

xIELU offers a promising alternative to traditional activation functions in deep learning.

Scientists apply deep learning to predict outcomes of heavy-ion collisions.

New method enhances deep learning security with random neural fingerprints.

Discover how EAST optimizes deep neural networks through effective pruning methods.

GCA-HNG improves model training by creating challenging negative samples.

Examining the impact of hardware and communication on deep learning efficiency.

Learn how layer pruning enhances model efficiency and performance.

Using deep learning to mimic the charm of Cinestill 800T film in digital images.

FLRNet improves fluid flow reconstruction using limited sensor data.

MobileMamba offers efficient image processing for devices with limited resources.

LRSAA improves object detection in aerial images using advanced techniques.

Learn how EPS enhances video quality while saving bandwidth.

Discover how Test-Time Training helps models adapt to changing image data.

GenDeg enhances image restoration by creating diverse training datasets.

Investigating the impact of Sparse Rate Reduction on Transformer model performance.

A new framework improves performance with fewer labeled images in semantic segmentation.

Learn about the benefits of using EMA in deep learning models.

Astronomers use deep learning to better understand the structure of the universe.

A new method achieves high accuracy in voice recognition using minimal data.

Label noise can hinder deep learning models; new methods improve accuracy.

HGNet enhances wireless communication with smart, fast beamforming solutions.

Discover how THz communication and deep learning can transform data transfer.

New techniques improve gallbladder cancer detection using ultrasound images.

SEMU-Net enhances the manufacturing of integrated silicon photonic devices.

Learn how to improve Adam's performance with better initialization strategies.

Discover a method to help models adapt to new data without extensive retraining.

Exploring how hyperbolic networks can resist adversarial attacks.

Learn how MLVGMs help protect computer vision systems from adversarial attacks.

A new method improves CT scans by combining deep learning with image reconstruction.

CNA method enhances GNNs by tackling oversmoothing and improving performance.

Evaluating hidden outputs to protect sensitive data in AI systems.

A new approach combines quantum computing and deep learning to enhance particle simulations.

A new method enhances PET image quality and reduces complexity for doctors.

Denoising models face challenges from adversarial noise but new strategies offer hope.