Causal Multiple Instance Learning Improves Weakly Supervised Tumor Slide Classification
A causal multiple instance learning framework reduces reliance on confounding slide variations to enhance weakly supervised tumor classification in whole ...
Tag: multiple instance learning
Transformer Model on Breast DCE-MRI Accurately Predicts Ki-67 Proliferation Status
A retrospective study demonstrates that a 2.5-dimensional Transformer fusion model using dynamic contrast-enhanced magnetic resonance imaging predicts breast cancer Ki-67 ...
AI Models Predict Head and Neck Cancer Outcomes from CT Scans
A new study demonstrates that foundation model-based multiple instance learning can predict clinical outcomes in head and neck squamous cell ...
Artificial Intelligence Models Predict Cancer Diagnoses and Gene Expression from Tissue Slides
A systematic review examines how deep learning algorithms analyze gigapixel whole-slide images to classify tumors and predict transcriptomic profiles directly ...
Text-guided AI model sharpens melanoma classification from whole slide images
A new text-driven multiple instance learning model, TedMIL, improved fine-grained melanoma classification and FISH status prediction from whole slide images ...
AI Reads Preoperative Endoscopic Biopsies to Gauge Lymph Node Spread in Early Gastric Cancer
A multimodal transformer-based AI framework achieved an AUC of 0.727 on preoperative endoscopic biopsy slides for predicting lymph node metastasis ...
AI Learns Cervical Cancer’s Signature to Stay Sharp Across Hospitals
A new iScience study introduces CSCC-PAG, a deep learning framework that combines domain-specific pre-training with self-supervised domain adaptation to improve ...
AI Reads Tumor Slides to Predict Melanoma Gene Mutations, Offering Faster Targeted Therapy Triage
A new study shows that AI models trained on routine pathology slides can predict BRAF mutation status in melanoma patients ...
AI Learns to Spot Vision-Threatening Swelling in Rare Eye Disease From Retinal Scans
A convolutional neural network trained with transfer learning can identify angiographic patterns of cystoid macular edema in retinal vasculitis patients, ...
AI Trained Only on Adult Biopsies Accurately Diagnoses Coeliac Disease in Children
A deep learning model trained exclusively on adult duodenal biopsy images has achieved pathologist-level accuracy in diagnosing coeliac disease in ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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