Latest updates for Medical Image Classification

Fresh curated links around medical image classification are collected here so marketers can spot useful updates and turn timely ideas into posts faster.

Recent items include:

  • A Multi-Model, Pixel-Native Framework for Automated Computed Tomography Series Labeling and Characterization: Proof-of-C
  • AI Reads Routine Mammograms to Predict Breast Cancer HER2 Status Without Biopsy
  • SmartHisto: Bayesian active learning for histology images

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medinform.jmir.org /3 weeks ago

A Multi-Model, Pixel-Native Framework for Automated Computed Tomography Series Labeling and Characterization: Proof-of-C...

Background: Although Digital Imaging and Communications in Medicine (DICOM) metadata are widely used to manage medical imaging data and support clinical workflows, their suitabilit...

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bioengineer.org /1 week ago

AI Reads Routine Mammograms to Predict Breast Cancer HER2 Status Without Biopsy

A dual-center study shows that a deep learning radiomics model applied to routine mammograms can noninvasively predict HER2-positive and HER2-low breast cancer status, offering a p...

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journals.plos.org /1 month ago

SmartHisto: Bayesian active learning for histology images

by Sriram Vijendran, Bailey Arruda, Tavis K. Anderson, Oliver Eulenstein Accurate and efficient characterization of biological images is crucial for advancing systems biology and...

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bioengineer.org /1 month ago

Feature-weighted PCNN classifies big medical data efficiently using MapReduce

Researchers in India have unveiled a new hybrid artificial intelligence framework designed to classify massive medical datasets with unprecedented accuracy, combining bio-inspired...

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bioengineer.org /1 month ago

Variational autoencoders detect coronary artery disease in SPECT images

In a development that could reshape how nuclear cardiology is practiced worldwide, researchers in Japan have shown that a type of artificial intelligence called a variational autoe...

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bioengineer.org /2 days ago

Deep Learning Breast DWI Preferred in Retrospective Imaging Study

A retrospective study of 77 breast cancer cases found that single-shot breast diffusion-weighted MRI with deep learning reconstruction received higher image-quality ratings, strong...

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medinform.jmir.org /1 month ago

Automated Renal Tumor Segmentation in Computed Tomography Images Using a Global Attention–Based DeepLabV3+ Model: Algori...

Background: The rising global incidence of renal tumors necessitates precise diagnostic interventions. Accurate segmentation of computed tomography (CT) scans is essential for neph...

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bioengineer.org /19 hours ago

Super-resolution GAN and swarm-optimized transfer learning sharpen Alzheimer’s MRI classification

A new deep learning framework that pairs super-resolution image enhancement with swarm-optimized transfer learning classified Alzheimer's disease stages from MRI scans with up to 9...

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bioengineer.org /2 weeks ago

AI Fuses PET and MRI Scans to Predict Prostate Cancer Aggressiveness Before Surgery

A new study shows that an interpretable AI model fusing 18F-PSMA-1007 PET/CT and multiparametric MRI can predict prostate cancer aggressiveness before surgery with high accuracy.

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medinform.jmir.org /1 month ago

Automated Extraction of Postoperative Cancer Recurrence and Metastasis From Computed Tomography (CT) Reports: Semisuperv...

Background: Perioperative computed tomography (CT) imaging is essential for detecting postoperative recurrence and metastasis in cancer patients. However, large-scale automated ext...

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medinform.jmir.org /1 month ago

Integrating Lymph Node Metastasis and Programmed Death-Ligand 1 Prediction in Non–Small Cell Lung Cancer From a Single P...

Background: Preoperative stratification for non–small cell lung cancer (NSCLC) necessitates separate evaluations of lymph node metastasis (LNM) to guide surgical decisions and of p...

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medinform.jmir.org /1 month ago

Automatic Kidney Image Segmentation During Robot-Assisted Partial Nephrectomy Using a Deep Learning Model Based on a Mul...

Background: Augmented reality (AR) has emerged as a promising tool to enhance surgical precision during robot-assisted partial nephrectomy (RAPN), particularly by enabling the intr...

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deccanchronicle.com /2 weeks ago

AI May Spot Disease but Mark Wrong Area: IIIT-H Study

Radiologists’ ratings differ from computer-based assessment (

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bioengineer.org /4 weeks ago

AI Learns to Read Cancer Slides Like a Pathologist by Watching the Neighborhood

Every day, pathologists around the world peer through microscopes at glass slides no bigger than a postage stamp, yet each one can contain billions of pixels when digitized. These...

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electronicsforu.com /1 month ago

Raspberry Pi 3 Runs Offline Skin Lesion Classifier

A Heriot-Watt researcher has built a Raspberry Pi 3-based skin lesion screening device that classifies images offline with reported accuracy of 85 per cent. Tess Watt, a PhD candid...

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bioengineer.org /2 weeks ago

Data-Efficient AI Transformer Hits Near-Perfect Accuracy in Lung Cancer Diagnosis

Researchers report that a data-efficient vision transformer classified lung cancer histopathology images with 98.64 percent accuracy and near-perfect AUC while outpacing rival mode...

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bioengineer.org /1 week ago

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 children across independent hospi...

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qchron.com /1 month ago

Aignostics Launches PathoSearch, a Visual Search Engine for Pathology Cases

Now available via early access: image-based search retrieves real, diagnosed reference cases from world-class centers, spanning 300+ diagnostic entities.

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lifespan.io /4 days ago

AI Extracts Broader Health Insights From Routine CT Scans

A new study suggests that CT scans can provide information about a wide range of conditions, including some not typically diagnosed through imaging. Direct comparison with human ra...

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healio.com /1 month ago

Study: AI-based cartilage imaging predicts knee replacement

Fully automated, AI-based cartilage segmentation with MRI identified knees requiring replacement with the same degree of success as manual human analysis, according to published re...

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medinform.jmir.org /2 days ago

Cross-Domain Chest Radiograph Report Generation Under Dataset Shift: Bidirectional Audit Study

Background: Cross-domain chest radiograph report generation may produce formally valid reports that are nevertheless repetitive, weakly case-specific, or missing clinically relevan...

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medinform.jmir.org /1 week ago

Automated Lewis Score Estimation for Small Bowel Crohn Disease Using Capsule Endoscopy: Retrospective Cohort Study

Background: Small bowel capsule endoscopy (SBCE) is widely used to evaluate small bowel involvement in Crohn disease (CD); however, manual Lewis score calculation is time-consuming...

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medicalxpress.com /2 weeks ago

A new AI tool distinguishes Ewing sarcoma from similar tumors

A team from the Universitat Politècnica de València (UPV) and the University of Valencia (UV) has developed and validated an artificial intelligence (AI) system capable of distingu...

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blog.adafruit.com /1 month ago

Detect Skin Cancer with Raspberry Pi #piday #raspberrypi

A photograph is taken of a skin lesion using an interface designed to be as user-friendly as possible. The system is a demonstration of TinyM, image via Raspberry Pi LesionIQ is a...

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Sources covering Medical Image Classification

bioengineer.org

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blog.adafruit.com

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electronicsforu.com

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journals.plos.org

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medicalxpress.com

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medinform.jmir.org

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