Animate anyone: Consistent and controllable image-to-video synthesis for character animation

L Hu - Proceedings of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Character Animation aims to generating character videos from still images through driving
signals. Currently diffusion models have become the mainstream in visual generation …

Vbench: Comprehensive benchmark suite for video generative models

Z Huang, Y He, J Yu, F Zhang, C Si… - Proceedings of the …, 2024 - openaccess.thecvf.com
Video generation has witnessed significant advancements yet evaluating these models
remains a challenge. A comprehensive evaluation benchmark for video generation is …

Videocrafter2: Overcoming data limitations for high-quality video diffusion models

H Chen, Y Zhang, X Cun, M **a… - Proceedings of the …, 2024 - openaccess.thecvf.com
Text-to-video generation aims to produce a video based on a given prompt. Recently
several commercial video models have been able to generate plausible videos with minimal …

Dynamicrafter: Animating open-domain images with video diffusion priors

J **ng, M **a, Y Zhang, H Chen, W Yu, H Liu… - … on Computer Vision, 2024 - Springer
Animating a still image offers an engaging visual experience. Traditional image animation
techniques mainly focus on animating natural scenes with stochastic dynamics (eg clouds …

Videopoet: A large language model for zero-shot video generation

D Kondratyuk, L Yu, X Gu, J Lezama, J Huang… - arxiv preprint arxiv …, 2023 - arxiv.org
We present VideoPoet, a language model capable of synthesizing high-quality video, with
matching audio, from a large variety of conditioning signals. VideoPoet employs a decoder …

Show-1: Marrying pixel and latent diffusion models for text-to-video generation

DJ Zhang, JZ Wu, JW Liu, R Zhao, L Ran, Y Gu… - International Journal of …, 2024 - Springer
Significant advancements have been achieved in the realm of large-scale pre-trained text-to-
video Diffusion Models (VDMs). However, previous methods either rely solely on pixel …

Dreamvideo: Composing your dream videos with customized subject and motion

Y Wei, S Zhang, Z Qing, H Yuan, Z Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Customized generation using diffusion models has made impressive progress in image
generation but remains unsatisfactory in the challenging video generation task as it requires …

Evalcrafter: Benchmarking and evaluating large video generation models

Y Liu, X Cun, X Liu, X Wang, Y Zhang… - Proceedings of the …, 2024 - openaccess.thecvf.com
The vision and language generative models have been overgrown in recent years. For
video generation various open-sourced models and public-available services have been …

Motionctrl: A unified and flexible motion controller for video generation

Z Wang, Z Yuan, X Wang, Y Li, T Chen, M **a… - ACM SIGGRAPH 2024 …, 2024 - dl.acm.org
Motions in a video primarily consist of camera motion, induced by camera movement, and
object motion, resulting from object movement. Accurate control of both camera and object …

Vista: A generalizable driving world model with high fidelity and versatile controllability

S Gao, J Yang, L Chen, K Chitta… - Advances in …, 2025 - proceedings.neurips.cc
World models can foresee the outcomes of different actions, which is of paramount
importance for autonomous driving. Nevertheless, existing driving world models still have …