deepPIC: Deep Perceptual Image Clustering For Identifying Bias In Vision Datasets.
Nikita JaipuriaKatherine StevoXianling ZhangMeghana L. GaopandeIan Calle GarciaJinesh JainVidya N. MuraliPublished in: CVPR Workshops (2022)
Keyphrases
- visual perception
- image data
- input image
- low level
- image analysis
- single image
- image content
- image segmentation
- multiscale
- image features
- computer vision
- image pixels
- image dataset
- template matching
- image retrieval
- image matching
- image representation
- clustering algorithm
- image classification
- high resolution
- image fidelity
- human eyes
- segmentation method
- similar objects
- k means
- pixel values
- object detection
- low level image processing
- feature vectors
- synthetic datasets
- data mining tasks
- human perception
- image collections
- image quality
- region of interest
- test images
- image database
- edge detection
- image regions
- clustering method
- medical images
- bit rate
- unsupervised learning