Blog
Articles and updates on AI, digital pathology and technology from the Octopath team.
Food for thoughtsVirtual Omics from H&E: El Dorado or Fool's Gold?
Is generating genetic and transcriptomics data from H&E sustainable? Is there a future to it? How do we get comfortable with data we can't see?
Charles-Antoine Collins-Fekete
Food for thoughtsAbout Ground Truth in AI Single-Cell Detection
Partial labeling is the quiet failure mode of deep learning in single-cell pathology. We explore the current problem and solution mechanism.
Charles-Antoine Collins-Fekete
Clinical ValidationAI tool helps predict treatment success in rectal cancer patients
AI tool analyzes pathology slides to predict rectal cancer treatment success in minutes, identifying immune patterns that indicate patient outcomes and guide personalized therapy decisions.
Zhuoyan ShenAlgorithm notes
Method write-ups for the algorithms on Compass Platform.
AlgorithmsAtypical Mitoses
An atypical mitosis is an abnormal cell division, a key hallmark of cancer. Its features, like multipolar spindles, are crucial for grading a tumor's aggressiveness and predicting prognosis.
Charles-Antoine Collins-Fekete
AlgorithmsTumour Cell Density
Our latest methodogy to separate tumour cells from background cells and calculate density in colorectal cancer.
Zhuoyan Shen
AlgorithmsCytoprofile
AI model analyzes standard H&E slides to identify cell types and map tumor microenvironments, bringing spatial-omics insights to routine pathology without the cost.
Esther Baer
AlgorithmsMitotic Detection
Our AI framework detects dividing mitotic cancer cells with 84% accuracy, outperforming previous models across multiple tumor types using the largest mitotic figure dataset ever created.
Charles-Antoine Collins-Fekete
AlgorithmsImmunoProfile
Discover our deep learning approach to identifying and classifying various immune cells within the tumor microenvironment
Charles-Antoine Collins-Fekete
Tumour Stroma Ratio
Learn how our tissue segmentation algorithm accurately delineates different tissue types, from stroma to tumor regions
Charles-Antoine Collins-FeketeUpdates by email
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