Deep active learning for object detection.
Ying LiBinbin FanWeiping ZhangWeiping DingJianwei YinPublished in: Inf. Sci. (2021)
Keyphrases
- object detection
- active learning
- object class
- face detection
- training examples
- learning strategies
- scene understanding
- pedestrian detection
- computer vision
- training set
- object categories
- semi supervised
- multi class
- scene recognition
- pool based active learning
- object segmentation
- experimental design
- object recognition
- learning algorithm
- machine learning
- random sampling
- annotation effort
- supervised learning
- selective sampling
- deep learning
- sample selection
- object classification
- image segmentation
- crowd sourced
- object detectors
- active learning strategies
- discriminatively trained
- deformable part models
- data sets
- human detection
- face recognition
- reinforcement learning
- cost sensitive
- relevance feedback
- background subtraction
- transfer learning