Generative image dynamics

Z Li, R Tucker, N Snavely… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
… In this paper, we model a generative prior for image-space scene motion, ie, the motion
of all pixels in a single image. This model is trained on motion trajectories automatically …

Generative learning for nonlinear dynamics

W Gilpin - Nature Reviews Physics, 2024 - nature.com
… with this connection between dynamics and sampling, many large-scale generative
models … of generative models to spiking neurons 20,21 and turbulent flow time series 22 . …

GenerativeMap: Visualization and exploration of dynamic density maps via generative learning model

C Chen, C Wang, X Bai, P Zhang… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
dynamics of density maps by generating interpolation information. First, a trained generative
… Third, for dynamic visualization of large-scale density maps, we extend this approach to …

Dynamic imaging using a deep generative SToRM (Gen-SToRM) model

Q Zou, AH Ahmed, P Nagpal, S Kruger… - … on medical imaging, 2021 - ieeexplore.ieee.org
generative smoothness regularization on manifolds (SToRM) model for the recovery of dynamic
image … The model assumes that the images in the dataset are non-linear mappings of low…

Nonlinear generative models for dynamic shape and dynamic appearance

A Elgammal - 2004 Conference on Computer Vision and …, 2004 - ieeexplore.ieee.org
… of dynamic appearance manifolds. In [27] we extended the framework to learn a … generative
model that separates appearance variations from the intrinsics underlying dynamics manifold …

Dse-gan: Dynamic semantic evolution generative adversarial network for text-to-image generation

M Huang, Z Mao, P Wang, Q Wang… - Proceedings of the 30th …, 2022 - dl.acm.org
… Specifically, we design (1) Dynamic Semantic Evolution (DSE) module, which first aggregates
historical image features to summarize the generative feedback, and then dynamically se…

Deep generative storm model for dynamic imaging

Q Zou, AH Ahmed, P Nagpal, S Kruger… - … on Biomedical Imaging …, 2021 - ieeexplore.ieee.org
… We introduce a novel generative smoothness regularization … dynamic image data from
highly undersampled measurements. The proposed generative framework represents the image

Dm-gan: Dynamic memory generative adversarial networks for text-to-image synthesis

M Zhu, P Pan, W Chen, Y Yang - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
… The proposed method introduces a dynamic memory module to refine fuzzy image contents,
… a dynamic memory component to generate high-quality images even if the initial image is …

Generating videos with dynamics-aware implicit generative adversarial networks

S Yu, J Tack, S Mo, H Kim, J Kim, JW Ha… - arXiv preprint arXiv …, 2022 - arxiv.org
… the scale of generated videos and neglects continuous dynamics. In this paper, we found
that the … dynamics-aware implicit generative adversarial network (DIGAN), a novel generative

Synthesizing dynamic patterns by spatial-temporal generative convnet

J Xie, SC Zhu, Y Nian Wu - Proceedings of the ieee …, 2017 - openaccess.thecvf.com
… work in the literature on synthesizing dynamic patterns based on the ConvNet… dynamic
patterns by generalizing the generative ConvNet model recently proposed by [29]. The generative