Abstract Whole Slide Images (WSIs) are usually gigapixel in size and lack pixel-level
annotations. The WSI datasets are also imbalanced in categories. These unique …

Diabetic foot syndrome is one of the chronic diabetic complications that present itself as foot
ulceration, which in many cases leads to limb amputation. Moreover, it is linked to the high …

The classification of gigapixel-sized whole slide images (WSIs), digital representations of
histological slides obtained via a high-resolution scanner, faces significant challenges …

The mixup data augmentation method is a method that creates new images via a linear
function from multiple images. In this paper, it is examined whether the mixup data …

This paper focuses on enhancing Bengali Document Layout Analysis (DLA) using the
YOLOv8 model and innovative post-processing techniques. We tackle challenges unique to …

Neural networks experienced great deal of success in many domains of machine
intelligence. In tasks such as object detection, speech recognition or natural language …

Medical imaging plays a crucial role in the diagnosis and treatment of various diseases,
particularly in identifying and evaluating lesions within the thoracic-abdominal region …

Derin sinir ağı modellerinin aşırı uyum sorununun azaltılması için veri artırma yöntemlerine
başvurulmaktadır. 2018 yılında bir veri artırma yöntemi olan mixup tanıtılmıştır ve devam …

The kidney cancer is one of the most common cancer types, which treatment frequently
include surgical intervention. However, surgery is in this case particularly challenging due to …

Diabetic foot syndrome is one of the chronic diabetic complications that present itself as foot
ulceration, which in many cases leads to limb amputation. Moreover, it is linked to the high …