Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
Results
Showing 1 to 6 of 6 for “"Frame prediction"”.
-
Improvement in Frame Prediction using Optical Flow
Future frame prediction is a difficult but useful problem to solve in deep learning. The technology can be used to predict future occurrences in a video, anticipate anomalies, and aid autonomous devices in smart decision making. Although there is potential with frame prediction technology, there is …
-
Advanced Light Field Frame Prediction For Optimized Compression
… on a contribution approach that uses advanced prediction with affine and translational motion models and optimized view prediction structures. This method allows a significant compression performance gain over the current state of art of hierarchical temporal coding by 13.9%. The proposed …
-
Stochastic prediction in sequential high-dimensional observation space
… plausible future. This can lead to low-quality predictions in real-world settings with stochastic dynamics. In this thesis, we study the importance of stochasticity in predicting high-quality predictions of the raw sequential observations. We develop a stochastic variational video prediction …
-
Energy-efficient video decoding using data statistics
… larger transform sizes and more accurate inter-frame prediction. However, these techniques increase the complexity of software and hardware-based video decoders. In this thesis, we design a hardware-based video decoder chip that exploits the statistics of the video to reduce the energy/pixel …
-
JPEG2000-based scalable interactive video (JSIV)
… the video sequence as independent JPEG2000 frames to provide for quality and spatial resolution scalability, as well as temporal and spatial accessibility; prediction and conditional replenishment of precincts to exploit inter-frame redundancy; and loosely-coupled server and client policies. …
-
Learning for Visual Synthesis and Transformation
… generative model is proposed for long-term video frame prediction. The existing generative model for video prediction usually cannot output high-quality predictions for a long-time horizon. The reason is that those methods recursively output subsequent frames by taking the newly generated frames …