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A review on deep learning techniques for video prediction
The ability to predict, anticipate and reason about future outcomes is a key component of
intelligent decision-making systems. In light of the success of deep learning in computer …
intelligent decision-making systems. In light of the success of deep learning in computer …
Diffusion models for video prediction and infilling
Predicting and anticipating future outcomes or reasoning about missing information in a
sequence are critical skills for agents to be able to make intelligent decisions. This requires …
sequence are critical skills for agents to be able to make intelligent decisions. This requires …
Learning semantic-aware dynamics for video prediction
We propose an architecture and training scheme to predict video frames by explicitly
modeling dis-occlusions and capturing the evolution of semantically consistent regions in …
modeling dis-occlusions and capturing the evolution of semantically consistent regions in …
Learn to navigate autonomously through deep reinforcement learning
In this article, we propose a deep reinforcement learning (DRL) algorithm as well as a novel
tailored neural network architecture for mobile robots to learn navigation policies …
tailored neural network architecture for mobile robots to learn navigation policies …
Deep learning for vision-based prediction: A survey
A Rasouli - arxiv preprint arxiv:2007.00095, 2020 - arxiv.org
Vision-based prediction algorithms have a wide range of applications including autonomous
driving, surveillance, human-robot interaction, weather prediction. The objective of this …
driving, surveillance, human-robot interaction, weather prediction. The objective of this …
Morals, ethics, and the technology capabilities and limitations of automated and self-driving vehicles
We motivate the desire for self-driving and explain its potential and limitations, and explore
the need for—and potential implementation of—morals, ethics, and other value systems as …
the need for—and potential implementation of—morals, ethics, and other value systems as …
Warp to the future: Joint forecasting of features and feature motion
We address anticipation of scene development by forecasting semantic segmentation of
future frames. Several previous works approach this problem by F2F (feature-to-feature) …
future frames. Several previous works approach this problem by F2F (feature-to-feature) …
[HTML][HTML] Anticipation of ship behaviours in multi-vessel scenarios
Highly reliable situation awareness is a main driver to enhance safety via autonomous
technology in the marine industry. Groundings, ship collisions and collisions with bridges …
technology in the marine industry. Groundings, ship collisions and collisions with bridges …
Predictive feature learning for future segmentation prediction
Future segmentation prediction aims to predict the segmentation masks for unobserved
future frames. Most existing works addressed it by directly predicting the intermediate …
future frames. Most existing works addressed it by directly predicting the intermediate …
Panoptic segmentation forecasting
Our goal is to forecast the near future given a set of recent observations. We think this ability
to forecast, ie, to anticipate, is integral for the success of autonomous agents which need not …
to forecast, ie, to anticipate, is integral for the success of autonomous agents which need not …