Debiased-CAM to mitigate image perturbations with faithful visual explanations of machine learning.
Wencan ZhangMariella DimiccoliBrian Y. LimPublished in: CHI (2022)
Keyphrases
- machine learning
- image features
- low level
- image analysis
- input image
- image data
- single image
- visual perception
- visual appearance
- visual information
- data mining
- image representation
- image classification
- template matching
- test images
- visual cues
- image retrieval
- feature points
- visual attributes
- machine learning algorithms
- visually similar
- image segmentation
- high resolution
- image pixels
- region of interest
- visual concepts
- image regions
- image collections
- human visual
- spatial information
- hough transform
- computer vision
- image content
- image structure
- segmentation method
- object recognition
- multiscale
- visual similarity
- high level
- visual input
- learning algorithm
- visual effects