Accelerating the Training of Convolutional Neural Networks for Image Segmentation with Deep Active Learning.
Weitao ChenRick SalaySean SedwardsVahdat AbdelzadKrzysztof CzarneckiPublished in: ITSC (2020)
Keyphrases
- semi supervised
- active learning
- convolutional neural networks
- image segmentation
- supervised learning
- training process
- semi supervised learning
- training examples
- batch mode
- training set
- annotation effort
- multiscale
- sample selection
- online learning
- learning algorithm
- graph cuts
- learning strategies
- deformable models
- selective sampling
- data sets
- gray level
- image processing
- training samples
- computer vision
- method for image segmentation
- active contours
- contour detection
- input image
- deep learning
- markov random field
- labeled instances
- random sampling
- shape prior