Article

A NOVEL DEEP LEARNING MODEL, RDB CYCYLEGAN-CBAM FOR LOW-DOSE CT IMAGE DENOISING

2026-02-18

Abstract excerpt

Computed Tomography (CT) is one of the largest contributors to radiation exposure from medical imaging, which can induce DNA damage and increase cancer risk. Reducing CT radiation dose to improve patient safety inherently increases image noise and artifacts. Generative adversarial networks (GANs) have shown promise for unsupervised low-dose CT (LDCT) denoising. Building on this, RDBCycleGAN-CBAM, a CycleGAN-based...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 30507394-9e4e-5303-b7de-8bfe19d9f1ef
DOI: 10.64898/2026.02.17.706311

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A NOVEL DEEP LEARNING MODEL, RDB CYCYLEGAN-CBAM FOR LOW-DOSE CT IMAGE DENOISINGDOI 10.64898/2026.02.17.706311Read

A Novel Deep Learning Model, RDB CycleGAN-CBAM for Low-Dose CT Image DenoisingSemantic proximity Read

CT-to-MRI Synthesis with Dual CycleGAN: Advancing Radiotherapy Planning in Brain Glioblastoma MultiformSemantic proximity Read

Enhancing Image Quality of Low-Dose Dental CBCT Using Residual Encoder- Decoder Convolutional Neural Network (RED-CNN): A Comparative Study with Non-Local Means DenoisingSemantic proximity Read

Generative Adversarial Networks (GANs) for Medical Image Synthesis and Data AugmentationSemantic proximity Read

Emerging Challenges of AI for Biomedical Image Analysis: A CBCT image noise reduction method based on cGANSemantic proximity Read

Low-dose CT I mage D enoising M ethod B ased on Generative Adversarial NetworkSemantic proximity Read

Diffused Multi-scale Generative Adversarial Network for low- dose PET images reconstructionSemantic proximity Read

A comparative study of deepfake creation and detection in Lung Adenocarcinoma ImagesSemantic proximity Read

Synthetic computed tomography generation from multi-sequence magnetic resonance images for nasopharyngeal carcinoma treatment planning via cycle-consistent generative adversarial networkSemantic proximity Read

MedSAM-prior-guided coarse-to-fine CBCT synthesis from ZTE MRISemantic proximity Read

Deep Learning Techniques for Medical Image Analysis and DiagnosisSemantic proximity Read

DEEP LEARNING TECHNIQUES FOR MEDICAL IMAGE ANALYSIS AND DIAGNOSISSemantic proximity Read