Essays about: "superpixels"

Showing result 1 - 5 of 7 essays containing the word superpixels.

  1. 1. The Contribution of Visual Explanations in Forensic Investigations of Deepfake Video : An Evaluation

    University essay from Umeå universitet/Institutionen för datavetenskap

    Author : Lisa Fjellström; [2021]
    Keywords : Deepfakes; Explainable AI; Local Interpretable Model-Agnostic Explanations LIME ; Forensic Investigations;

    Abstract : Videos manipulated by machine learning have rapidly increased online in the past years. So called deepfakes can depict people who never participated in a video recording by transposing their faces onto others in it. This raises the concern of authenticity of media, which demand for higher performing detection methods in forensics. READ MORE

  2. 2. FPGA acceleration of superpixel segmentation

    University essay from Mälardalens högskola/Inbyggda system

    Author : Magnus Östgren; [2020]
    Keywords : ;

    Abstract : Superpixel segmentation is a preprocessing step for computer vision applications, where an image is split into segments referred to as superpixels. Then running the main algorithm on these superpixels reduces the number of data points processed in comparison to running the algorithm on pixels directly, while still keeping much of the same information. READ MORE

  3. 3. Mathematical Analysis of Intensity Based Segmentation Algorithms with Implementations on Finger Images in an Uncontrolled Environment

    University essay from Mälardalens högskola/Akademin för utbildning, kultur och kommunikation

    Author : Lisa Svens; [2019]
    Keywords : Image segmentation; normalised cut; k-means; applied mathematics; matlab;

    Abstract : The main task of this thesis is to perform image segmentation on images of fingers to partition the image into two parts, one with the fingers and one with all that is not fingers. First, we present the theory behind several well-used image segmentation methods, such as SNIC superpixels, the k-means algorithm, and the normalised cut algorithm. READ MORE

  4. 4. Classification of Textures Using Convolutional Neural Networks

    University essay from Lunds universitet/Matematik LTH

    Author : Ivar Persson; [2017]
    Keywords : Mathematics and Statistics;

    Abstract : This Master's thesis has concerned the segmentation and classification of background textures in images. In order to segment the images we have used the SLIC algorithm to create superpixels. These are a sort of over segmentation of the image where pixels close to each other and similar in colour are considered to be the same texture. READ MORE

  5. 5. General Object Detection Using Superpixel Preprocessing

    University essay from Linköpings universitet/Datorseende

    Author : Marcus Wälivaara; [2017]
    Keywords : superpixels; SLIC; coarse-to-fine; segmentation; general object detection; cityscapes; traffic; image processing; clustering;

    Abstract : The objective of this master’s thesis work is to evaluate the potential benefit of a superpixel preprocessing step for general object detection in a traffic environment. The various effects of different superpixel parameters on object detection performance, as well as the benefit of including depth information when generating the superpixels are investigated. READ MORE