Oncology/Hematology

Colon Cancer

Latest AI and machine learning research in colon cancer for healthcare professionals.

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Showing 1870-1890 of 2,803 articles
Diverse Image Generation with Diffusion Models and Cross Class Label Learning for Polyp Classification

Pathologic diagnosis is a critical phase in deciding the optimal treatment procedure for dealing w...

SurGen: 1020 H&E-stained Whole Slide Images With Survival and Genetic Markers

$\textbf{Background}$: Cancer remains one of the leading causes of morbidity and mortality worldwi...

Self-Supervised Learning for Pre-training Capsule Networks: Overcoming Medical Imaging Dataset Challenges

Deep learning techniques are increasingly being adopted in diagnostic medical imaging. However, th...

FE-UNet: Frequency Domain Enhanced U-Net with Segment Anything Capability for Versatile Image Segmentation

Image segmentation is a critical task in visual understanding. Convolutional Neural Networks (CNNs...

A Temporal Convolutional Network-Based Approach and a Benchmark Dataset for Colonoscopy Video Temporal Segmentation

Following recent advancements in computer-aided detection and diagnosis systems for colonoscopy, t...

Constructing a Prognostic Model for Subtypes of Colorectal Cancer Based on Machine Learning and Immune Infiltration-Related Genes.

This study constructed a prognostic model combining machine learning-based immune infiltration-relat...

Feb 2025 40008534
Exploring Transfer Learning for Deep Learning Polyp Detection in Colonoscopy Images Using YOLOv8

Deep learning methods have demonstrated strong performance in objection tasks; however, their abil...

Polyp-Gen: Realistic and Diverse Polyp Image Generation for Endoscopic Dataset Expansion

Automated diagnostic systems (ADS) have shown significant potential in the early detection of poly...

AI in Oncology: Transforming Cancer Detection through Machine Learning and Deep Learning Applications

Artificial intelligence (AI) has potential to revolutionize the field of oncology by enhancing the...

Identifying Critical Tokens for Accurate Predictions in Transformer-based Medical Imaging Models

With the advancements in self-supervised learning (SSL), transformer-based computer vision models ...

The Application Value of an Artificial Intelligence-Driven Intestinal Image Recognition Model to Evaluate Intestinal Preparation before Colonoscopy.

Artificial intelligence (AI), with advantages such as automatic feature extraction and high data pr...

Jan 2025 39862028
MEDFORM: A Foundation Model for Contrastive Learning of CT Imaging and Clinical Numeric Data in Multi-Cancer Analysis

Computed tomography (CT) and clinical numeric data are essential modalities for cancer evaluation,...

Tackling Small Sample Survival Analysis via Transfer Learning: A Study of Colorectal Cancer Prognosis

Survival prognosis is crucial for medical informatics. Practitioners often confront small-sized cl...

Polyp detection in colonoscopy images using YOLOv11

Colorectal cancer (CRC) is one of the most commonly diagnosed cancers all over the world. It start...

CellOMaps: A Compact Representation for Robust Classification of Lung Adenocarcinoma Growth Patterns

Lung adenocarcinoma (LUAD) is a morphologically heterogeneous disease, characterized by five prima...

Artificial Intelligence-assisted Video Colonoscopy for Disease Monitoring of Ulcerative Colitis: A Prospective Study.

BACKGROUNDS AND AIMS: The Mayo endoscopic subscore [MES] is the most popular endoscopic disease acti...

Jan 2025 38828734
EndoDINO: A Foundation Model for GI Endoscopy

In this work, we present EndoDINO, a foundation model for GI endoscopy tasks that achieves strong ...

Tree-NET: Enhancing Medical Image Segmentation Through Efficient Low-Level Feature Training

This paper introduces Tree-NET, a novel framework for medical image segmentation that leverages bo...

A novel machine learning-based cancer-specific cardiovascular disease risk score among patients with breast, colorectal, or lung cancer.

BACKGROUND: Cancer patients have up to a 3-fold higher risk for cardiovascular disease (CVD) than th...

Jan 2025 39883570
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