Identifying Implementation Bugs in Machine Learning based Image Classifiers using Metamorphic Testing.
Anurag DwarakanathManish AhujaSamarth SikandRaghotham M. RaoR. P. Jagadeesh Chandra BoseNeville DubashSanjay PodderPublished in: CoRR (2018)
Keyphrases
- machine learning
- image data
- machine learning algorithms
- input image
- image retrieval
- image segmentation
- image features
- image representation
- decision trees
- feature selection
- image classification
- multiscale
- image content
- high resolution
- template matching
- image collections
- region of interest
- image matching
- low level
- image regions
- single image
- test set
- computer vision
- segmentation method
- machine learning methods
- segmentation algorithm
- text classification
- feature set
- edge detection
- active learning
- training set
- pattern recognition
- training data
- naive bayes
- supervised learning
- multi class
- spatial information
- image analysis
- similarity measure
- supervised classification
- machine learning approaches