Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP).
Alex FangGabriel IlharcoMitchell WortsmanYuhao WanVaishaal ShankarAchal DaveLudwig SchmidtPublished in: ICML (2022)
Keyphrases
- image data
- data collection
- image features
- image analysis
- high quality
- data analysis
- image segmentation
- single image
- training data
- training samples
- input data
- image classification
- data sets
- data points
- training examples
- data sources
- data structure
- object detection
- edge detection
- high resolution
- data processing
- multiscale
- similarity measure
- feature extraction
- image content