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Current diffusion-based video editing primarily focuses on structure-preserved editing by utilizing various dense correspondences to ensure temporal consistency and motion alignment. However, these approaches are often ineffective when the…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Yuchao Gu , Yipin Zhou , Bichen Wu , Licheng Yu , Jia-Wei Liu , Rui Zhao , Jay Zhangjie Wu , David Junhao Zhang , Mike Zheng Shou , Kevin Tang

Recent advances in customized video generation have enabled users to create videos tailored to both specific subjects and motion trajectories. However, existing methods often require complicated test-time fine-tuning and struggle with…

计算机视觉与模式识别 · 计算机科学 2024-10-18 Yujie Wei , Shiwei Zhang , Hangjie Yuan , Xiang Wang , Haonan Qiu , Rui Zhao , Yutong Feng , Feng Liu , Zhizhong Huang , Jiaxin Ye , Yingya Zhang , Hongming Shan

Video head swapping aims to replace the entire head of a video subject, including facial identity, head shape, and hairstyle, with that of a reference image, while preserving the target body, background, and motion dynamics. Due to the lack…

计算机视觉与模式识别 · 计算机科学 2025-12-11 Yanan Wang , Shengcai Liao , Panwen Hu , Xin Li , Fan Yang , Xiaodan Liang

In this paper, we propose a novel diffusion-based multi-condition controllable framework for video head swapping, which seamlessly transplant a human head from a static image into a dynamic video, while preserving the original body and…

计算机视觉与模式识别 · 计算机科学 2025-06-23 Chaonan Ji , Jinwei Qi , Peng Zhang , Bang Zhang , Liefeng Bo

Effective editing of personal content holds a pivotal role in enabling individuals to express their creativity, weaving captivating narratives within their visual stories, and elevate the overall quality and impact of their visual content.…

计算机视觉与模式识别 · 计算机科学 2024-10-04 Jing Gu , Nanxuan Zhao , Wei Xiong , Qing Liu , Zhifei Zhang , He Zhang , Jianming Zhang , HyunJoon Jung , Yilin Wang , Xin Eric Wang

Video Face Swapping (VFS) requires seamlessly injecting a source identity into a target video while meticulously preserving the original pose, expression, lighting, background, and dynamic information. Existing methods struggle to maintain…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Xu Guo , Fulong Ye , Xinghui Li , Pengqi Tu , Pengze Zhang , Qichao Sun , Songtao Zhao , Xiangwang Hou , Qian He

Customized generation using diffusion models has made impressive progress in image generation, but remains unsatisfactory in the challenging video generation task, as it requires the controllability of both subjects and motions. To that…

计算机视觉与模式识别 · 计算机科学 2023-12-08 Yujie Wei , Shiwei Zhang , Zhiwu Qing , Hangjie Yuan , Zhiheng Liu , Yu Liu , Yingya Zhang , Jingren Zhou , Hongming Shan

Video face swapping is crucial in film and entertainment production, where achieving high fidelity and temporal consistency over long and complex video sequences remains a significant challenge. Inspired by recent advances in…

计算机视觉与模式识别 · 计算机科学 2026-04-06 Zekai Luo , Zongze Du , Zhouhang Zhu , Hao Zhong , Muzhi Zhu , Wen Wang , Yuling Xi , Chenchen Jing , Hao Chen , Chunhua Shen

Despite promising progress in face swapping task, realistic swapped images remain elusive, often marred by artifacts, particularly in scenarios involving high pose variation, color differences, and occlusion. To address these issues, we…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Sanoojan Baliah , Qinliang Lin , Shengcai Liao , Xiaodan Liang , Muhammad Haris Khan

Face swapping transfers the identity of a source face to a target face while retaining the attributes like expression, pose, hair, and background of the target face. Advanced face swapping methods have achieved attractive results. However,…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Runqi Wang , Yang Chen , Sijie Xu , Tianyao He , Wei Zhu , Dejia Song , Nemo Chen , Xu Tang , Yao Hu

In an era where images and visual content dominate our digital landscape, the ability to manipulate and personalize these images has become a necessity. Envision seamlessly substituting a tabby cat lounging on a sunlit window sill in a…

计算机视觉与模式识别 · 计算机科学 2023-05-30 Jing Gu , Yilin Wang , Nanxuan Zhao , Tsu-Jui Fu , Wei Xiong , Qing Liu , Zhifei Zhang , He Zhang , Jianming Zhang , HyunJoon Jung , Xin Eric Wang

Existing feedforward subject-driven video customization methods mainly study single-subject scenarios due to the difficulty of constructing multi-subject training data pairs. Another challenging problem that how to use the signals such as…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Yuanhao Cai , He Zhang , Xi Chen , Jinbo Xing , Yiwei Hu , Yuqian Zhou , Kai Zhang , Zhifei Zhang , Soo Ye Kim , Tianyu Wang , Yulun Zhang , Xiaokang Yang , Zhe Lin , Alan Yuille

Recent advances in video insertion based on diffusion models are impressive. However, existing methods rely on complex control signals but struggle with subject consistency, limiting their practical applicability. In this paper, we focus on…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Jinshu Chen , Xinghui Li , Xu Bai , Tianxiang Ma , Pengze Zhang , Zhuowei Chen , Gen Li , Lijie Liu , Songtao Zhao , Bingchuan Li , Qian He

With rapid advancements in image generation technology, face swapping for privacy protection has emerged as an active area of research. The ultimate benefit is improved access to video datasets, e.g. in healthcare settings. Recent…

计算机视觉与模式识别 · 计算机科学 2022-04-14 Ethan Wilson , Frederick Shic , Jenny Skytta , Eakta Jain

Video face swapping aims to address two primary challenges: effectively transferring the source identity to the target video and accurately preserving the dynamic attributes of the target face, such as head poses, facial expressions,…

计算机视觉与模式识别 · 计算机科学 2025-07-04 Xiangyang Luo , Ye Zhu , Yunfei Liu , Lijian Lin , Cong Wan , Zijian Cai , Shao-Lun Huang , Yu Li

Video-based facial affect analysis has recently attracted increasing attention owing to its critical role in human-computer interaction. Previous studies mainly focus on developing various deep learning architectures and training them in a…

计算机视觉与模式识别 · 计算机科学 2024-10-02 Licai Sun , Zheng Lian , Kexin Wang , Yu He , Mingyu Xu , Haiyang Sun , Bin Liu , Jianhua Tao

Face-swapping models have been drawing attention for their compelling generation quality, but their complex architectures and loss functions often require careful tuning for successful training. We propose a new face-swapping model called…

计算机视觉与模式识别 · 计算机科学 2022-05-06 Jiseob Kim , Jihoon Lee , Byoung-Tak Zhang

We present a training-free, plug-and-play method, namely VFace, for high-quality face swapping in videos. It can be seamlessly integrated with image-based face swapping approaches built on diffusion models. First, we introduce a Frequency…

计算机视觉与模式识别 · 计算机科学 2026-02-20 Sanoojan Baliah , Yohan Abeysinghe , Rusiru Thushara , Khan Muhammad , Abhinav Dhall , Karthik Nandakumar , Muhammad Haris Khan

Video face swapping is becoming increasingly popular across various applications, yet existing methods primarily focus on static images and struggle with video face swapping because of temporal consistency and complex scenarios. In this…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Hao Shao , Shulun Wang , Yang Zhou , Guanglu Song , Dailan He , Shuo Qin , Zhuofan Zong , Bingqi Ma , Yu Liu , Hongsheng Li

Subject-driven image generation aims at generating images containing customized subjects, which has recently drawn enormous attention from the research community. However, the previous works cannot precisely control the background and…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Tianle Li , Max Ku , Cong Wei , Wenhu Chen
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