Object detection stands as a cornerstone in computer vision. This entails the identification and precise localization of objects within images or videos. Building upon this, region-based object counting with Ultralytics YOLOv8 augments object detection by quantifying objects in designated areas. Such advancements have transformative applications, ranging from accurately counting pedestrians…

Object tracking across multiple streams plays an important role in computer vision, particularly in real-world applications. It extends beyond mere problem-solving, offering valuable insights and serving as a prerequisite for object-counting modules. It empowers systems to observe and analyze the movements of objects, a fundamental requirement in scenarios such as…

Object detection is a crucial aspect, particularly when handling small objects. However, it’s not uncommon for the model’s performance to fall short of expectations even after successful detection. There can be various factors contributing to this, such as the presence of blurry or noisy objects, limitations in dataset size, or…