Consistency-based Active Learning for Object Detection.
Weiping YuSijie ZhuTaojiannan YangChen ChenPublished in: CVPR Workshops (2022)
Keyphrases
- object detection
- active learning
- computer vision
- face detection
- object class
- object recognition
- scene understanding
- pedestrian detection
- random sampling
- multi class
- active learning strategies
- scene recognition
- pool based active learning
- selective sampling
- supervised learning
- consistency checking
- learning strategies
- experimental design
- semi supervised
- imbalanced data classification
- object categories
- background subtraction
- transfer learning
- learning process
- training set
- object segmentation
- training examples
- human detection
- labeled data
- relevance feedback
- crowd sourced
- deformable part models
- annotation effort
- batch mode active learning
- training data
- machine learning