Testing DNN image classifiers for confusion & bias errors.
Yuchi TianZiyuan ZhongVicente OrdonezGail E. KaiserBaishakhi RayPublished in: ICSE (Companion Volume) (2020)
Keyphrases
- image data
- image analysis
- input image
- image features
- image classification
- multiscale
- image content
- single image
- image representation
- image collections
- training data
- template matching
- region of interest
- image segmentation
- keypoints
- test cases
- edge detection
- high resolution
- visual features
- image regions
- hough transform
- image pixels
- bias variance decomposition
- image distortion
- measurement error
- labeled images
- feature values
- computer vision
- training set
- image retrieval
- test images
- feature vectors
- spatial information
- low level
- test set
- multi class