Essays about: "Anchor Boxes"

Found 2 essays containing the words Anchor Boxes.

1. 1. Anchor-free object detection in surveillance applications

   University essay from Malmö universitet/Institutionen för datavetenskap och medieteknik (DVMT)

   Author : Peter Magnusson; [2023]
   Keywords : computer vision; object detection; detector models; artificial neural networks; deep learning; detection precision; inference efficiency; surveillance applications; anchor-free detection; convolutional neural network; machine learning;

   Abstract : Computer vision object detection is the task of detecting and identifying objects present in an image or a video sequence. Models based on artificial convolutional neural networks are commonly used as detector models. Object detection precision and inference efficiency are crucial for surveillance-based applications. READ MORE

3. 2. Inflated Multinomial Matching for Anchor-Free Object Detection

   University essay from Lunds universitet/Matematik LTH

   Author : Cesar Hiersemann; [2018]
   Keywords : Computer Vision; Machine Learning; Deep Learning; Convolutional Neural Networks; Object Recognition; Object Detection; Anchors; Anchor Boxes; Mathematics and Statistics;

   Abstract : This thesis presents a novel matching strategy, Inflated Multinomial Matching, which enables training of anchor-free object detection models based on convolutional neural networks. An important aspect of detection models is the integral usage of anchor boxes, where an anchor box is a bounding box with a preset and constant location, size and shape in the image. READ MORE