4 papers
PAT: Pixel-wise Adaptive Training for Long-tailed Segmentation
Khoi Do, Duong Nguyen, Nguyen H. Tran +1
Beyond class frequency, we recognize the impact of class-wise relationships among various class-specific predictions and the imbalance in label masks on long-tailed segmentation le…
Revisiting LARS for Large Batch Training Generalization of Neural Networks
Khoi Do, Duong Nguyen, Hoa Nguyen +3
This paper explores Large Batch Training techniques using layer-wise adaptive scaling ratio (LARS) across diverse settings, uncovering insights. LARS algorithms with warm-up tend t…
Revisiting the Disequilibrium Issues in Tackling Heart Disease Classification Tasks
Thao Hoang, Linh Nguyen, Khoi Do +2
In the field of heart disease classification, two primary obstacles arise. Firstly, existing Electrocardiogram (ECG) datasets consistently demonstrate imbalances and biases across…
How Homogenizing the Channel-wise Magnitude Can Enhance EEG Classification Model?
Huyen Ngo, Khoi Do, Duong Nguyen +2
A significant challenge in the electroencephalogram EEG lies in the fact that current data representations involve multiple electrode signals, resulting in data redundancy and domi…