Gallbladder Cancer Detection
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Benchmarks
GBCU
Most implemented
FocusMAE: Gallbladder Cancer Detection from Ultrasound Videos with Focused Masked Autoencoders
Papers
Focus on Texture: Rethinking Pre-training in Masked Autoencoders for Medical Image Classification
Masked Autoencoders (MAEs) have emerged as a dominant strategy for self-supervised representation learning in natural images, where models are pre-trained to reconstruct masked patches with a pixel-wise mean squared erro…
Gallbladder Cancer DetectionMedical Image ClassificationUnsupervised Pre-trainingRepresentation LearningGallbladder Cancer Detection in Ultrasound Images based on YOLO and Faster R-CNN
Medical image analysis is a significant application of artificial intelligence for disease diagnosis. A crucial step in this process is the identification of regions of interest within the images. This task can be automa…
Cancer ClassificationGallbladder Cancer DetectionMedical Image Analysisobject-detection+1FocusMAE: Gallbladder Cancer Detection from Ultrasound Videos with Focused Masked Autoencoders
In recent years, automated Gallbladder Cancer (GBC) detection has gained the attention of researchers. Current state-of-the-art (SOTA) methodologies relying on ultrasound sonography (US) images exhibit limited generaliza…
Gallbladder Cancer DetectionRepresentation LearningRadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection
We propose a novel deep neural network architecture to learn interpretable representation for medical image analysis. Our architecture generates a global attention for region of interest, and then learns bag of words sty…
Gallbladder Cancer DetectionMedical Image AnalysisSurpassing the Human Accuracy: Detecting Gallbladder Cancer from USG Images with Curriculum Learning
We explore the potential of CNN-based models for gallbladder cancer (GBC) detection from ultrasound (USG) images as no prior study is known. USG is the most common diagnostic modality for GB diseases due to its low cost …
DiagnosticGallbladder Cancer Detectionimage-classificationImage Classification+2