Does CLIP Bind Concepts? Probing Compositionality in Large Image Models.
Martha LewisNihal V. NayakPeilin YuJack MerulloQinan YuStephen H. BachEllie PavlickPublished in: EACL (Findings) (2024)
Keyphrases
- image data
- input image
- image features
- image analysis
- multiscale
- bayesian framework
- image retrieval
- single image
- image classification
- segmentation method
- image content
- statistical model
- image statistics
- image collections
- template matching
- high resolution
- test images
- edge detection
- image matching
- probabilistic model
- region of interest
- image set
- feature points
- random fields
- hough transform
- image segmentation
- vector field
- digital images
- image representation
- object recognition
- image pixels
- parametric models
- visual concepts
- surface model
- image database