Unsupervised Anomaly and Change Detection With Multivariate Gaussianization
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2021.3116186
Abstract: Anomaly detection (AD) is a field of intense research in remote sensing (RS) image processing. Identifying low probability events in RS images is a challenging problem given the high dimensionality of the data, especially when… read more here.
Keywords: change; methodology; multivariate gaussianization; gaussianization ... See more keywords
Estimating Information Theoretic Measures via Multidimensional Gaussianization
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2024.3495827
Abstract: Information theory is an outstanding framework for measuring uncertainty, dependence, and relevance in data and systems. It has several desirable properties for real-world applications: naturally deals with multivariate data, can handle heterogeneous data, and the… read more here.
Keywords: estimating information; information; gaussianization; information theoretic ... See more keywords