Essays about: "Multimodal Machine Learning"

Showing result 16 - 20 of 25 essays containing the words Multimodal Machine Learning.

  1. 16. Multimodal Brain Age Estimation

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

    Author : Oscar Danielsson; [2020]
    Keywords : ;

    Abstract : Machine learning models trained on MRI brain scans of healthy subjects can be used to predict age. Accurate estimation of brain age is important for reliably detecting abnormal aging in the brain. One way to increase the accuracy of predicted brain age is through using multimodal data. READ MORE

  3. 17. Prediction of Dose Probability Distributions Using Mixture Density Networks

    University essay from KTH/Matematisk statistik

    Author : Viktor Nilsson; [2020]
    Keywords : Applied mathematics; machine learning; deep learning; mixture density network; dose planning; Tillämpad matematik; maskininlärning; djupinlärning; mixturdensitetsnätverk; dosplannerning;

    Abstract : In recent years, machine learning has become utilized in external radiation therapy treatment planning. This involves automatic generation of treatment plans based on CT-scans and other spatial information such as the location of tumors and organs. READ MORE

  4. 18. Predicting Multimodal Rehabilitation Outcomes using Machine Learning

    University essay from Uppsala universitet/Institutionen för informatik och media

    Author : Alexandru Cheltuitor; Niklas Jones-Quartey; [2020]
    Keywords : Machine learning; XGBoost; regression; Multimodal Rehabilitation; SQRP; chronic pain; treatment outcome; prediction;

    Abstract : Chronic pain is a complex health issue and a major cause of disability worldwide. Although multimodal rehabilitation (MMR) has been recognized as an effective form of treatment for chronic pain, some patients do not benefit from it. READ MORE

  5. 19. Automated Multimodal Emotion Recognition

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

    Author : Marcos Fernández Carbonell; [2020]
    Keywords : Multimodal Machine Learning; Emotion Recognition; Supervised Learning; Unsupervised Learning; Multimodal Maskininlärning; Känsloigenkänning; Övervakad Inlärning; Oövervakad Inlärning;

    Abstract : Being able to read and interpret affective states plays a significant role in human society. However, this is difficult in some situations, especially when information is limited to either vocal or visual cues. Many researchers have investigated the so-called basic emotions in a supervised way. READ MORE

  6. 20. Automated Image Suggestions for News Articles : An Evaluation of Text and Image Representations in an Image Retrieval System

    University essay from Linköpings universitet/Interaktiva och kognitiva system

    Author : Pontus Svensson; [2020]
    Keywords : nlp; natural; language; processing; computer; vision; image; classification; news; articles; suggestions; retrieval; Word2vec; Doc2vec;

    Abstract : Multimodal machine learning is a subfield of machine learning that aims to relate data from different modalities, such as texts and images. One of the many applications that could be built upon this technique is an image retrieval system that, given a text query, retrieves suitable images from a database. READ MORE