Adapting Contrastive Language-Image Pretrained (CLIP) Models for Out-of-Distribution Detection.
Nikolas AdaloglouFelix MichelsTim KaiserMarkus KollmannPublished in: Trans. Mach. Learn. Res. (2024)
Keyphrases
- image data
- image pixels
- input image
- multiscale
- image analysis
- spatial distribution
- image features
- image classification
- single image
- image content
- image retrieval
- template matching
- statistical model
- segmentation method
- test images
- image segmentation
- random fields
- region of interest
- bayesian framework
- hough transform
- edge detection
- high resolution
- bounding box
- gaussian distribution
- parametric models
- image statistics
- pixel values
- circular hough transform
- probability density function
- image regions
- detection method
- low level
- lighting conditions
- image matching
- spatial information
- random variables
- denoising
- intensity variations
- road signs
- image processing