Essays about: "YOLOv8"

Showing result 1 - 5 of 10 essays containing the word YOLOv8.

1. 1. Exploring the Depth-Performance Trade-Off : Applying Torch Pruning to YOLOv8 Models for Semantic Segmentation Tasks

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Xinchen Wang; [2024]
   Keywords : Deep Learning; Semantic segmentation; Network optimization; Network pruning; Torch Pruning; YOLOv8; Network Depth; Djup lärning; Semantisk segmentering; Nätverksoptimering; Nätverksbeskärning; Fackelbeskärning; YOLOv8; Nätverksdjup;

   Abstract : In order to comprehend the environments from different aspects, a large variety of computer vision methods are developed to detect objects, classify objects or even segment them semantically. Semantic segmentation is growing in significance due to its broad applications in fields such as robotics, environmental understanding for virtual or augmented reality, and autonomous driving. READ MORE

3. 2. Object Recognition and Tracking of Bolts: A Comparative Analysis of CNN Models and Computer Vision Techniques : A Comparison of CNN Models and Tracking Algorithms

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Serhat Bulun; [2023]
   Keywords : ;

   Abstract : The newer generation industry 4.0 focuses on development of both flexibility and autonomy for power tools used by companies in different mechanical areas and assembly lines. One area for automation is the application of computer vision in power tools to detect, identify and track bolts. READ MORE

4. 3. Automation of forest road inventory using computer vision and machine learning

   University essay from Umeå universitet/Institutionen för fysik

   Author : Jacques de Flon; [2023]
   Keywords : Computer vision; Machine Learning; Image recognition; forestry; road inventory; pothole; gravel road;

   Abstract : There are around 300, 000 kilometer of gravel roads throughout the Swedish countryside, used every day by common people and companies. These roads face constant wear due to harsh weather as well as from heavy traffic, and thus, regular maintenance is required to keep up the road standard. READ MORE

5. 4. Deep Neural Networks for Object Detection in Satellite Imagery

   University essay from Uppsala universitet/Avdelningen Vi3

   Author : Frederik Fritsch; [2023]
   Keywords : Object Detection; Satellite Imagery; Deep Neural Networks; YOLOv8; xView;

   Abstract : With the development of small satellites it has become easier and cheaper to deploy satellites for earth observation from space. While optical sensors capture high-resolution data, this data is traditionally sent to earth for analysis which puts a high constraint on the data link and increases the time for making data based decisions. READ MORE

6. 5. Image-Guided Zero-Shot Object Detection in Video Games : Using Images as Prompts for Detection of Unseen 2D Icons

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Axel Larsson; [2023]
   Keywords : Computer Vision; Deep learning; Machine learning; Object detection; Zeroshot; Datorseende; Djupinlärning; Maskininlärning; Objektdetektering; Zero-shot;

   Abstract : Object detection deals with localization and classification of objects in images, where the task is to propose bounding boxes and predict their respective classes. Challenges in object detection include large-scale annotated datasets and re-training of models for specific tasks. READ MORE