Mitigating Dataset Imbalance via Joint Generation and Classification (original) (raw)
Related papers
A Survey on Generative Adversarial Networks for imbalance problems in computer vision tasks
2020
Effective data generation for imbalanced learning using conditional generative adversarial networks
Expert Systems with Applications, 2018
Adversarial Approaches to Tackle Imbalanced Data in Machine Learning
Sustainability
Augmenting Image Classifiers Using Data Augmentation Generative Adversarial Networks
Artificial Neural Networks and Machine Learning – ICANN 2018
Minority Class Oversampling for Tabular Data with Deep Generative Models
WSEAS transactions on computer research, 2023
Deep Learning for Imbalance Data Classification using Class Expert Generative Adversarial Network
Procedia Computer Science, 2018
2022
Handling class imbalance by GAN based Data Augmentation in Medical Images
2022
Imbalanced Data Classification Using Auxiliary Classifier Generative Adversarial Networks
WARSE The World Academy of Research in Science and Engineering
Information Sciences, 2019
Applied Sciences
Tackling Class Imbalance with Deep Convolutional Neural Networks
Recent Advances of Generative Adversarial Networks in Computer Vision
IEEE Access, 2018
Generative adversarial networks: a survey on applications and challenges
International Journal of Multimedia Information Retrieval, 2020
ArXiv, 2020
DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data
Santosh Ravi Kiran Sarvadevabhatla
Class Balancing GAN with a Classifier in the Loop
Cornell University - arXiv, 2021
Computer-Aided Civil and Infrastructure Engineering, 2021
Imbalanced Data Classification via Cooperative Interaction Between Classifier and Generator
IEEE Transactions on Neural Networks and Learning Systems
eGAN: Unsupervised Approach to Class Imbalance Using Transfer Learning
Lecture Notes in Computer Science, 2021
IEEE Transactions on Industrial Informatics
Generative Adversarial Networks for Mitigating Biases in Machine Learning Systems
Adel Abusitta, Omar Abdel Wahab
European Conference on Artificial Intelligence, 2019
ICTACT Journal on Image and Video Processing, 2022
Bridging adversarial samples and adversarial networks
ArXiv, 2019
Generative adversarial networks for data augmentation in machine fault diagnosis
Computers in Industry, 2019
Enhancement of Multi-Class Structural Defect Recognition Using Generative Adversarial Network
Sustainability, 2021
Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data
IEEE transactions on neural networks and learning systems, 2017
Teaching a GAN What Not to Learn
Neural Information Processing Systems, 2020
Data Augmentation and Random Multi-Model Deep Learning for Data Classification
Computers, Materials & Continua
Annealing Genetic GAN for Minority Oversampling
ArXiv, 2020
Improving the Performance of Fine-Grain Image Classifiers via Generative Data Augmentation
ArXiv, 2020
Data augmentation for handwritten digit recognition using generative adversarial networks
Multimedia Tools and Applications, 2020
Performance Evaluation of Generative Adversarial Networks for Computer Vision Applications
Ingénierie des systèmes d information, 2020
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance
2021