Festina IsmaliinGAN-Based Data Augmentation for Imbalance/Overlap Problems in Body Part X-Ray Classification5. X-Ray Body Part ClassificationIn this section, we go through the chosen dataset, classifier, and data processing techniques used to train the bas4 min read·Jan 22, 2023----
Festina IsmaliinGAN-Based Data Augmentation for Imbalance/Overlap Problems in Body Part X-Ray Classification4. The proposed Gan-based Augmentation PipelineThe process of comping up with an augmentation pipeline included some steps. The initial step was building a classifier to identify body…2 min read·Jan 22, 2023----
Festina IsmaliinGAN-Based Data Augmentation for Imbalance/Overlap Problems in Body Part X-Ray Classification3. GAN-based Data AugmentationMedical Domain2 min read·Jan 22, 2023----
Festina IsmaliinGAN-Based Data Augmentation for Imbalance/Overlap Problems in Body Part X-Ray Classification2. Class Imbalance and OverlapAn imbalanced dataset with class overlap is a dataset that has an unequal distribution of classes, and samples from different classes that…4 min read·Jan 22, 2023----
Festina IsmaliinGAN-Based Data Augmentation for Imbalance/Overlap Problems in Body Part X-Ray Classification1. Challenges in classifying Body Part X-ray imagesIn recent decades, automated image analysis tools have become an integral aspect of clinical practice, helping physicians to provide more…3 min read·Jan 22, 2023----
Festina IsmaliMixMatch: A Holistic Approach to Semi-Supervised LearningThis blog post is an overview of the following paper: MixMatch: A Holistic Approach to Semi-Supervised Learning.7 min read·Feb 12, 2021--1--1