Field-of-View IoU for Object Detection in 360° Images

Information Science, Artificial Intelligence,
Object Detection   360° Image   Panorama   Field-of-View IoU   Data Augmentation  

Object Detection in 360° Images using FOV IoU 360° cameras have gained widespread use in various fields such as virtual reality, autonomous driving, and security monitoring in recent years. With the increase in 360° image data, the demand for 360° image recognition tasks, especially object detection, is continuously growing. Due to the shortcomings...

Modulating Effective Receptive Fields for Convolutional Kernels

Information Science, Artificial Intelligence,
Convolutional Kernels   Convolutional Neural Networks   Effective Receptive Fields   Gaussian Distribution   Image Classification   Object Detection  

GMConv: Adjusting the Effective Receptive Field of Convolutional Neural Networks Introduction Convolutional Neural Networks (CNNs) have achieved significant success in computer vision tasks, including image classification and object detection, through the use of convolutional kernels. However, in recent years, Vision Transformers (ViTs) have gained...