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Video Frame Prediction using Deep Learning

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dc.contributor.author Kola, Bala Murali Krishna
dc.date.accessioned 2022-03-22T09:29:17Z
dc.date.available 2022-03-22T09:29:17Z
dc.date.issued 2021-07
dc.identifier.citation 33p. en_US
dc.identifier.uri http://hdl.handle.net/10263/7288
dc.description Dissertation under the supervision of Prof. Bhabatosh Chanda en_US
dc.description.abstract Advances 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.language.iso en en_US
dc.publisher Indian Statistical Institute, Kolkata en_US
dc.relation.ispartofseries Dissertation;CS-1929
dc.subject Video prediction en_US
dc.subject Future frame prediction en_US
dc.subject Convolutional LSTMs en_US
dc.subject Long Short Term Memory networks en_US
dc.subject Recurrent Neural Networks en_US
dc.title Video Frame Prediction using Deep Learning en_US
dc.type Other en_US


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