Essays about: "FPN"

Showing result 1 - 5 of 9 essays containing the word FPN.

  1. 1. Mixed Precision Quantization for Computer Vision Tasks in Autonomous Driving

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

    Author : Sri Janani Rengarajan; [2022]
    Keywords : Quantization; Neural Networks; Quantization Aware Training; Mixed precision; Semantic segmentation; Hessian; Kvantisering; Neurala nätverk; Kvantiseringsmedveten träning; Blandad precision; Semantisk segmentering; Hessian;

    Abstract : Quantization of Neural Networks is popular technique for adopting computation intensive Deep Learning applications to edge devices. In this work, low bit mixed precision quantization of FPN-Resnet18 model trained for the task of semantic segmentation is explored using Cityscapes and Arriver datasets. READ MORE

  3. 2. Layout Analysis on modern Newspapers using the Object Detection model Faster R-CNN

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

    Author : Mikaela Funkquist; [2022]
    Keywords : Document Layout Analysis; Newspapers; Object Detection; Faster R-CNN; Deep Learning; Dokument Layout Analys; Tidningar; Objektdetektering; Faster R-CNN; Djupinlärning;

    Abstract : As society is becoming more and more digitized the amount of digital data is increasing rapidly. Newspapers are one example of this, that many Libraries around the world are storing as digital images. READ MORE

  4. 3. Evaluation of Instance Segmentation Methods in the Context of Construction Waste

    University essay from Lunds universitet/Matematik LTH

    Author : Emil Sandelin; [2021]
    Keywords : Image analysis; Instance segmentation; Mask RCNN; SOLOv2; Mathematics and Statistics;

    Abstract : With the progress made within the field of computer vision the last few years, it is starting to become possible to perform instance segmentation in real time with relatively cheap hardware. This paper's main purpose is to investigate different methods of instance segmentation in the specific case of segmenting construction waste with only a single class. READ MORE

  5. 4. Improving Situational Awareness in Aviation: Robust Vision-Based Detection of Hazardous Objects

    University essay from Mälardalens högskola/Akademin för innovation, design och teknik

    Author : Alexandra Levin; Najda Vidimlic; [2020]
    Keywords : Object Detection; Custom Data Set; Faster RCNN; ResNet-50-FPN; Aviation; Situational Awareness;

    Abstract : Enhanced vision and object detection could be useful in the aviation domain in situations of bad weather or cluttered environments. In particular, enhanced vision and object detection could improve situational awareness and aid the pilot in environment interpretation and detection of hazardous objects. READ MORE

  6. 5. A One-stage Detector for Extremely-small Objects Based on Feature Pyramid Network

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

    Author : Yini Gao; [2020]
    Keywords : ;

    Abstract : Thanks to the recent development in Graphics Processing Unit (GPU) and deep neural network, outstanding enhancement has been made in real-time and multi-scale object detection. However, most of these detectors ignore the situations where the target needs to be identified is extremely-small corresponding to the size of the image or video. READ MORE