Deep Learning model predicts the c-Kit-11 mutational status of canine cutaneous mast cell tumors by HE stained histological slides.
Chloé PugetJonathan GanzJulian OstermaierThomas KonradEda ParlakChristof Albert BertramMatti KiupelKatharina BreiningerMarc AubrevilleRobert KlopfleischPublished in: CoRR (2024)
Keyphrases
- deep learning
- cell nuclei
- tissue samples
- automated analysis
- histological images
- automated detection
- histopathological images
- quantitative analysis
- microscopy images
- low contrast
- unsupervised feature learning
- machine learning
- unsupervised learning
- cancer diagnosis
- microscopic images
- mental models
- weakly supervised
- high resolution
- deep architectures
- higher order
- pattern recognition
- scale space analysis
- decision trees