Contrastive Language-Image Pretrained (CLIP) Models are Powerful Out-of-Distribution Detectors.
Felix MichelsNikolas AdaloglouTim KaiserMarkus KollmannPublished in: CoRR (2023)
Keyphrases
- spatial distribution
- multiscale
- image data
- input image
- image content
- image analysis
- image features
- high resolution
- image classification
- image regions
- image pixels
- random fields
- image collections
- spatial information
- statistical model
- bayesian framework
- parametric models
- image statistics
- image segmentation
- single image
- image matching
- test images
- region of interest
- scale space
- edge detection
- object detection
- image retrieval
- feature detectors
- similarity measure
- template matching
- image representation
- probability density function
- low level features
- probabilistic model