CleanCLIP: Mitigating Data Poisoning Attacks in Multimodal Contrastive Learning.
Hritik BansalFan YinNishad SinghiAditya GroverYu YangKai-Wei ChangPublished in: ICCV (2023)
Keyphrases
- data sets
- image data
- data points
- data collection
- database
- prior knowledge
- learning systems
- knowledge acquisition
- noisy data
- data sources
- synthetic data
- learning algorithm
- supervised learning
- input data
- data processing
- experimental data
- learning process
- data distribution
- human experts
- data quality
- learning models
- bayesian methods
- neural network
- knowledge discovery
- training data
- data analysis
- sensor data
- background knowledge
- statistical analysis
- multimedia data
- computer systems
- raw data