Video Frame Prediction using Deep Learning

dc.contributor.authorKola, Bala Murali Krishna
dc.date.accessioned2022-03-22T09:29:17Z
dc.date.available2022-03-22T09:29:17Z
dc.date.issued2021-07
dc.descriptionDissertation under the supervision of Prof. Bhabatosh Chandaen_US
dc.description.abstractAdvances in Deep Learning helped in developing exiting applications in the past few years like Style Transfer, Image Generation. It has helped us achieving super human performance and state-of-the-art results in various tasks like Object Recognition/ Classi cation. It has established itself as a go-to technique for solving variety of tasks like Machine Translation in Natural Language Processing to Image Classi - cation, Image Captioning in Computer Vision etc. Future Frame prediction is one of the problems in Computer Vision that received a lot of interest in the recent past for its use in Autonomous Driving, Weather Forecasting, Tra c Estimation etc. Next Frame Prediction is the focus of this thesis. This work will explain the fundamentals of future frame prediction and it will give an overview of existing approaches and present an approach to solve the problem.en_US
dc.identifier.citation33p.en_US
dc.identifier.urihttp://hdl.handle.net/10263/7288
dc.language.isoenen_US
dc.publisherIndian Statistical Institute, Kolkataen_US
dc.relation.ispartofseriesDissertation;CS-1929
dc.subjectVideo predictionen_US
dc.subjectFuture frame predictionen_US
dc.subjectConvolutional LSTMsen_US
dc.subjectLong Short Term Memory networksen_US
dc.subjectRecurrent Neural Networksen_US
dc.titleVideo Frame Prediction using Deep Learningen_US
dc.typeOtheren_US

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