Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology.
Narmin Ghaffari LalehHannah Sophie MutiChiara Maria Lavinia LoefflerAmelie EchleOliver Lester SaldanhaFaisal MahmoodMing Y. LuChristian TrautweinRupert LangerBastian DislichRoman D. BuelowHeike Irmgard GrabschHermann BrennerJenny Chang-ClaudeElizabeth AlwersTitus J. BrinkerFiras KhaderDaniel TruhnNadine T. GaisaPeter BoorMichael HoffmeisterVolkmar SchulzJakob Nikolas KatherPublished in: Medical Image Anal. (2022)
Keyphrases
- deep learning
- weakly supervised
- unsupervised learning
- machine learning
- object class
- superpixels
- topic models
- relation extraction
- image classification
- object detection
- training set
- feature selection
- semi supervised
- supervised learning
- text classification
- named entities
- natural images
- input image
- viewpoint
- decision trees
- maximum likelihood
- feature extraction
- domain specific
- multi class
- data mining