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The image-to-video (I2V) generation is conditioned on the static image, which has been enhanced recently by the motion intensity as an additional control signal.
Image quality assessment: from error visibility to structural similarity
Zhou Wang, Alan C Bovik, Hamid R Sheikh, and Eero P Simoncelli · 2004
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Makoto Okabe, Ken Anjyo, Takeo Igarashi, and Hans-Peter Seidel · 2009
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WebVision Database: Visual Learning and Understanding from Web Data
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Rankiqa: Learning from rankings for no-reference image quality assessment
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First order motion model for image animation
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Time flies: Animating a still image with time-lapse video as reference
Chia-Chi Cheng, Hung-Yu Chen, and Wei-Chen Chiu · 2020
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Perceptual quality assessment of smartphone photography
Yuming Fang, Hanwei Zhu, Yan Zeng, Kede Ma, and Zhou Wang · 2020
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Denoising diffusion probabilistic models
Jonathan Ho, Ajay Jain, and Pieter Abbeel · 2020
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Denoising diffusion implicit models
Jiaming Song, Chenlin Meng, and Stefano Ermon · 2020
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Raft: Recurrent all-pairs field transforms for optical flow
Zachary Teed and Jia Deng · 2020
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Max Bain, Arsha Nagrani, Gül Varol, and Andrew Zisserman · 2021
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Emerging properties in self-supervised vision transformers
Mathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou, Julien Mairal, Piotr Bojanowski, and Armand Joulin · 2021
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Tada! temporally-adaptive convolutions for video understanding
Ziyuan Huang, Shiwei Zhang, Liang Pan, Zhiwu Qing, Mingqian Tang, Ziwei Liu, and Marcelo H Ang Jr · 2021
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Musiq: Multi-scale image quality transformer
Junjie Ke, Qifei Wang, Yilin Wang, Peyman Milanfar, and Feng Yang · 2021
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Learning transferable visual models from natural language supervision
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Motion representations for articulated animation
Aliaksandr Siarohin, Oliver J Woodford, Jian Ren, Menglei Chai, and Sergey Tulyakov · 2021
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Sparse to dense motion transfer for face image animation
Ruiqi Zhao, Tianyi Wu, and Guodong Guo · 2021
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Controllable animation of fluid elements in still images
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Image animation with perturbed masks
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Jian Zhao and Hui Zhang · 2022
Automatic animation of hair blowing in still portrait photos
Wenpeng Xiao, Wentao Liu, Yitong Wang, Bernard Ghanem, and Bing Li · 2023
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I2vgen-xl: High-quality image-to-video synthesis via cascaded diffusion models
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Animate anyone: Consistent and controllable image-to-video synthesis for character animation
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Magicpose: Realistic human poses and facial expressions retargeting with identity-aware diffusion
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Structure and content-guided video synthesis with diffusion models
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Animatediff: Animate your personalized text-to-image diffusion models without specific tuning
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Amt: All-pairs multi-field transforms for efficient frame interpolation
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Vbench: Comprehensive benchmark suite for video generative models
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Revideo: Remake a video with motion and content control
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Moving object segmentation: All you need is sam (and flow)
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Livephoto: Real image animation with text-guided motion control
Xi Chen, Zhiheng Liu, Mengting Chen, Yutong Feng, Yu Liu, Yujun Shen, and Hengshuang Zhao · 2025
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Dynamicrafter: Animating open-domain images with video diffusion priors
Jinbo Xing, Menghan Xia, Yong Zhang, Haoxin Chen, Wangbo Yu, Hanyuan Liu, Gongye Liu, Xintao Wang, Ying Shan, and Tien-Tsin Wong · 2025
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