Random Smoothing Might be Unable to Certify Lā Robustness for High-Dimensional Images.
Avrim BlumTravis DickNaren ManojHongyang ZhangPublished in: J. Mach. Learn. Res. (2020)
Keyphrases
- high dimensional
- image data
- image database
- image analysis
- image features
- three dimensional
- segmentation algorithm
- image collections
- input image
- image registration
- image retrieval
- multiple images
- image classification
- visual data
- image processing
- image set
- test images
- ground truth
- image matching
- video sequences
- image annotation
- segmentation method
- edge detection
- image regions
- region of interest
- lighting conditions
- keypoints
- dimensionality reduction
- object recognition
- geometric structure
- gaussian filter
- geometric and photometric transformations