Automatic melanoma detection and segmentation in dermoscopy images using deep RetinaNet and conditional random fields.
Hafeez Ur RehmanNudrat NidaSyed Adnan ShahWakeel AhmadMuhammad Imran FaiziSyed Muhammad AnwarPublished in: Multim. Tools Appl. (2022)
Keyphrases
- dermoscopy images
- conditional random fields
- automated detection
- pigmented skin lesions
- test set
- computer aided diagnosis
- automated analysis
- malignant melanoma
- image labeling
- hidden markov models
- probabilistic model
- information extraction
- sequence labeling
- random fields
- graphical models
- higher order
- markov random field
- early diagnosis
- pairwise
- crf model
- early stage
- fully automatic
- skin lesion
- segmentation method
- medical images
- low contrast
- early detection
- web page prediction
- computer aided
- generative model
- structured prediction
- orientation estimation
- skin cancer
- superpixels
- error rate
- multiscale
- learning algorithm
- machine learning