Oncology/Hematology

Colon Cancer

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

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MoXGATE: Modality-aware cross-attention for multi-omic gastrointestinal cancer sub-type classification

Cancer subtype classification is crucial for personalized treatment and prognostic assessment. How...

Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework

Although the Segment Anything Model (SAM) is highly effective in natural image segmentation, it re...

Aiding Medical Diagnosis through Image Synthesis and Classification

Medical professionals, especially those in training, often depend on visual reference materials to...

Optimizing Pix2Pix GAN With Attention Mechanisms for AI-Driven Polyp Segmentation in IoMT-Enabled Smart Healthcare.

This paper introduces an innovative approach for automated polyp segmentation in colonoscopy images,...

Jun 2025 37906497
Deep learning for liver lesion segmentation and classification on staging CT scans of colorectal cancer patients: a multi-site technical validation study.

AIM: To validate a liver lesion detection and classification model using staging computed tomography...

Jun 2025 40327945
GAN Inversion for Data Augmentation to Improve Colonoscopy Lesion Classification.

A major challenge in applying deep learning to medical imaging is the paucity of annotated data. Thi...

Jun 2025 38713568
Immunohistochemistry and machine learning study of DNA replication-associated proteins in uterine epithelial tumors and precursor lesions.

Endometrioid adenocarcinoma (EA) has been on the increase in recent years in developed countries. Ea...

Jun 2025 40220589
NLP for computational insights into nutritional impacts on colorectal cancer care.

Colorectal cancer (CRC) is one of the most prominent cancers globally, with its incidence rising amo...

Jun 2025 40252975
Pathway Enrichment-Based Unsupervised Learning Identifies Novel Subtypes of Cancer-Associated Fibroblasts in Pancreatic Ductal Adenocarcinoma.

Existing single-cell clustering methods are based on gene expressions that are susceptible to dropou...

Jun 2025 40272703
CellOMaps: A compact representation for robust classification of lung adenocarcinoma growth patterns.

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

Jun 2025 40311463
Efficient polyp detection algorithm based on deep learning.

OBJECTIVE: Colon polyp detection is crucial in reducing the incidence of colorectal cancer. However,...

Jun 2025 40358097
Boosting polyp screening with improved point-teacher weakly semi-supervised.

Polyps, like a silent time bomb in the gut, are always lurking and can explode into deadly colorecta...

Jun 2025 40198989
A machine learning approach to differentiate stage IV from stage I colorectal cancer.

BACKGROUND AND AIM: The stage at which Colorectal cancer (CRC) diagnosed is a crucial prognostic fac...

Jun 2025 40220595
Enhanced non-invasive machine learning approach for early colorectal cancer detection: Predictive modeling and validation in a Jordanian cohort.

BACKGROUND: Colorectal cancer (CRC) ranks as the third most prevalent cancer worldwide, posing signi...

Jun 2025 40249989
Development and validation of the Open-Source Automatic Bowel Preparation Scale.

BACKGROUND AND AIMS: Insufficient bowel preparation accounts for up to 42% of missed adenomas in col...

Jun 2025 39557204
Broadening the Net: Overcoming Challenges and Embracing Novel Technologies in Lung Cancer Screening.

Lung cancer is one of the leading causes of cancer-related mortality worldwide, with most cases diag...

Jun 2025 40334182
An immunohistochemistry-based classification of colorectal cancer resembling the consensus molecular subtypes using convolutional neural networks.

Colorectal cancer (CRC) represents a major global disease burden with nearly 1 million cancer-relate...

May 2025 40447758
Polyp-Size: A Precise Endoscopic Dataset for AI-Driven Polyp Sizing.

Colorectal cancer often arises from precancerous polyps, where accurate size assessment is vital for...

May 2025 40450075
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