Boosting Crowdsourced Annotation Accuracy: Small Loss Filtering and Augmentation-Driven Training.
Yanming FuWeigeng HanJingsang YangHaodong LuXin YuPublished in: IEEE Access (2024)
Keyphrases
- annotation effort
- active learning
- high accuracy
- training error
- video annotation
- prediction accuracy
- error rate
- early stopping
- small number
- classification accuracy
- training speed
- training examples
- computational complexity
- image retrieval
- automatic annotation
- training phase
- computational cost
- semantic annotation
- roc curve
- machine learning
- weak learners
- recommender systems
- discriminative classifiers
- image classification
- information retrieval systems
- decision stumps
- training set
- semi supervised