Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP).
Alex FangGabriel IlharcoMitchell WortsmanYuhao WanVaishaal ShankarAchal DaveLudwig SchmidtPublished in: CoRR (2022)
Keyphrases
- image data
- data sets
- data processing
- data sources
- image representation
- data collection
- multiscale
- image features
- training data
- data structure
- image retrieval
- prior information
- input image
- data points
- high quality
- image segmentation
- low level
- image analysis
- data analysis
- object recognition
- object detection
- supervised learning
- data mining techniques
- scale space
- natural language
- high level
- training samples
- single image
- missing data
- spatial data