Browse > Computer Vision > Video > Video Prediction

Video Prediction

34 papers with code · Computer Vision
Subtask of Video

State-of-the-art leaderboards

Greatest papers with code

Unsupervised Learning for Physical Interaction through Video Prediction

NeurIPS 2016 tensorflow/models

A core challenge for an agent learning to interact with the world is to predict how its actions affect objects in its environment.

VIDEO PREDICTION

Video-to-Video Synthesis

NeurIPS 2018 NVIDIA/vid2vid

We study the problem of video-to-video synthesis, whose goal is to learn a mapping function from an input source video (e. g., a sequence of semantic segmentation masks) to an output photorealistic video that precisely depicts the content of the source video.

SEMANTIC SEGMENTATION VIDEO PREDICTION VIDEO-TO-VIDEO SYNTHESIS

Learning a Driving Simulator

3 Aug 2016commaai/research

Comma. ai's approach to Artificial Intelligence for self-driving cars is based on an agent that learns to clone driver behaviors and plans maneuvers by simulating future events in the road.

SELF-DRIVING CARS VIDEO PREDICTION

Deep multi-scale video prediction beyond mean square error

17 Nov 2015dyelax/Adversarial_Video_Generation

Learning to predict future images from a video sequence involves the construction of an internal representation that models the image evolution accurately, and therefore, to some degree, its content and dynamics.

OPTICAL FLOW ESTIMATION VIDEO PREDICTION

Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning

25 May 2016coxlab/prednet

Here, we explore prediction of future frames in a video sequence as an unsupervised learning rule for learning about the structure of the visual world.

OBJECT RECOGNITION VIDEO PREDICTION

Improving Semantic Segmentation via Video Propagation and Label Relaxation

CVPR 2019 NVIDIA/semantic-segmentation

In this paper, we present a video prediction-based methodology to scale up training sets by synthesizing new training samples in order to improve the accuracy of semantic segmentation networks.

 SOTA for Semantic Segmentation on CamVid (using extra training data)

SEMANTIC SEGMENTATION VIDEO PREDICTION

Stochastic Adversarial Video Prediction

ICLR 2019 alexlee-gk/video_prediction

Being able to predict what may happen in the future requires an in-depth understanding of the physical and causal rules that govern the world.

REPRESENTATION LEARNING VIDEO PREDICTION

Stochastic Adversarial Video Prediction

ICLR 2019 alexlee-gk/video_prediction

However, learning to predict raw future observations, such as frames in a video, is exceedingly challenging -- the ambiguous nature of the problem can cause a naively designed model to average together possible futures into a single, blurry prediction.

REPRESENTATION LEARNING VIDEO PREDICTION