Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning.
Xinwei LiuXiaojun JiaYuan XunSiyuan LiangXiaochun CaoPublished in: CoRR (2024)
Keyphrases
- database
- data analysis
- data collection
- small number
- data sets
- learning algorithm
- raw data
- high dimensional data
- training examples
- image data
- original data
- online learning
- data distribution
- prior knowledge
- learning models
- missing data
- multimodal data
- data quality
- experimental data
- sensor data
- learning mechanism
- synthetic data
- data processing
- data points
- data structure
- high quality
- background knowledge
- statistical analysis
- knowledge acquisition
- learning tasks
- human experts
- knowledge discovery
- noisy data
- active learning
- metadata