A survey on generative adversarial networks for imbalance problems in computer vision tasks

A survey on generative adversarial networks for imbalance problems in computer vision tasks

Abstract Any computer vision application development starts off by acquiring images and data, then preprocessing and pattern recognition steps to perform a task. When the acquired images are highly imbalanced and not adequate, the desired task may not be achievable. Unfortunately, the occurrence of...

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Bibliographic Details
Main Authors: Vignesh Sampath, Iñaki Maurtua, Juan José Aguilar Martín, Aitor Gutierrez
Format: Article
Language:English
Published: SpringerOpen 2021-01-01
Series:Journal of Big Data
Subjects:
Generative adversarial neural networks
Imbalanced data
Object detection
Segmentation
Classification
Deep learning
Online Access:https://doi.org/10.1186/s40537-021-00414-0

Internet

https://doi.org/10.1186/s40537-021-00414-0

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