Data-Efficient Contrastive Language-Image Pretraining: Prioritizing Data Quality over Quantity.
Siddharth JoshiArnav JainAli PayaniBaharan MirzasoleimanPublished in: AISTATS (2024)
Keyphrases
- data quality
- data transformation
- data collection
- image data
- data sets
- input image
- data privacy
- quality management
- data warehouse
- database
- data analysis
- original data
- data cleansing
- poor quality
- data cleaning
- quality assessment
- high dimensional data
- machine learning
- input data
- data mining techniques
- learning algorithm
- real world
- data integration
- information loss
- data sources