CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning.
Yiping WangYifang ChenWendan YanAlex FangWenjing ZhouKevin JamiesonSimon Shaolei DuPublished in: CoRR (2024)
Keyphrases
- high dimensional data
- data collection
- data mining techniques
- data analysis
- data sets
- learning process
- learned models
- bayesian methods
- noisy data
- statistical methods
- prior knowledge
- database
- data sources
- human experts
- learning systems
- empirical studies
- synthetic data
- learning models
- learning algorithm
- missing values
- missing data
- multimedia
- training data
- online learning
- reinforcement learning
- active learning
- model selection
- support vector
- data processing
- machine learning methods
- input data
- social networks
- raw data
- original data
- supervised learning
- data points
- neural network