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We tackle the task of stylizing video objects in an intuitive and semantic manner following a user-specified text prompt. This is a challenging task as the resulting video must satisfy multiple properties: (1) it has to be temporally…

计算机视觉与模式识别 · 计算机科学 2022-06-28 Sebastian Loeschcke , Serge Belongie , Sagie Benaim

Talking-head video editing aims to efficiently insert, delete, and substitute the word of a pre-recorded video through a text transcript editor. The key challenge for this task is obtaining an editing model that generates new talking-head…

多媒体 · 计算机科学 2023-09-21 Songlin Yang , Wei Wang , Jun Ling , Bo Peng , Xu Tan , Jing Dong

We introduce precise object silhouette as a new form of user control in text-to-image diffusion models, which we dub Shape-Guided Diffusion. Our training-free method uses an Inside-Outside Attention mechanism during the inversion and…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Dong Huk Park , Grace Luo , Clayton Toste , Samaneh Azadi , Xihui Liu , Maka Karalashvili , Anna Rohrbach , Trevor Darrell

Audio-driven talking face generation has gained significant attention for applications in digital media and virtual avatars. While recent methods improve audio-lip synchronization, they often struggle with temporal consistency, identity…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Fatemeh Nazarieh , Zhenhua Feng , Diptesh Kanojia , Muhammad Awais , Josef Kittler

A precise and user-friendly manipulation of image content while preserving image fidelity has always been crucial to the field of image editing. Thanks to the power of generative models, recent point-based image editing methods allow users…

计算机视觉与模式识别 · 计算机科学 2024-01-15 Minxing Luo , Wentao Cheng , Jian Yang

Diffusion models have revolutionized text-driven video editing. However, applying these methods to real-world editing encounters two significant challenges: (1) the rapid increase in GPU memory demand as the number of frames grows, and (2)…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Shuzhou Yang , Chong Mou , Jiwen Yu , Yuhan Wang , Xiandong Meng , Jian Zhang

We propose a method for adding sound-guided visual effects to specific regions of videos with a zero-shot setting. Animating the appearance of the visual effect is challenging because each frame of the edited video should have visual…

计算机视觉与模式识别 · 计算机科学 2023-04-17 Seung Hyun Lee , Sieun Kim , Innfarn Yoo , Feng Yang , Donghyeon Cho , Youngseo Kim , Huiwen Chang , Jinkyu Kim , Sangpil Kim

We introduce Videoshop, a training-free video editing algorithm for localized semantic edits. Videoshop allows users to use any editing software, including Photoshop and generative inpainting, to modify the first frame; it automatically…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Xiang Fan , Anand Bhattad , Ranjay Krishna

Recent advances in text-guided image editing enable users to perform image edits through simple text inputs, leveraging the extensive priors of multi-step diffusion-based text-to-image models. However, these methods often fall short of the…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Trong-Tung Nguyen , Quang Nguyen , Khoi Nguyen , Anh Tran , Cuong Pham

We present MagicMirror, a framework for generating identity-preserved videos with cinematic-level quality and dynamic motion. While recent advances in video diffusion models have shown impressive capabilities in text-to-video generation,…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Yuechen Zhang , Yaoyang Liu , Bin Xia , Bohao Peng , Zexin Yan , Eric Lo , Jiaya Jia

Giving machines the ability to imagine possible new objects or scenes from linguistic descriptions and produce their realistic renderings is arguably one of the most challenging problems in computer vision. Recent advances in deep…

计算机视觉与模式识别 · 计算机科学 2022-11-08 Levent Karacan , Tolga Kerimoğlu , İsmail İnan , Tolga Birdal , Erkut Erdem , Aykut Erdem

We propose an automatic approach that extracts editing styles in a source video and applies the edits to matched footage for video creation. Our Computer Vision based techniques considers framing, content type, playback speed, and lighting…

计算机视觉与模式识别 · 计算机科学 2021-05-17 Nathan Frey , Peggy Chi , Weilong Yang , Irfan Essa

We propose GaussCtrl, a text-driven method to edit a 3D scene reconstructed by the 3D Gaussian Splatting (3DGS). Our method first renders a collection of images by using the 3DGS and edits them by using a pre-trained 2D diffusion model…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Jing Wu , Jia-Wang Bian , Xinghui Li , Guangrun Wang , Ian Reid , Philip Torr , Victor Adrian Prisacariu

We present MagicInfinite, a novel diffusion Transformer (DiT) framework that overcomes traditional portrait animation limitations, delivering high-fidelity results across diverse character types-realistic humans, full-body figures, and…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Hongwei Yi , Tian Ye , Shitong Shao , Xuancheng Yang , Jiantong Zhao , Hanzhong Guo , Terrance Wang , Qingyu Yin , Zeke Xie , Lei Zhu , Wei Li , Michael Lingelbach , Daquan Zhou

Point-based image editing enables accurate and flexible control through content dragging. However, the role of text embedding during the editing process has not been thoroughly investigated. A significant aspect that remains unexplored is…

计算机视觉与模式识别 · 计算机科学 2024-12-05 Gayoon Choi , Taejin Jeong , Sujung Hong , Seong Jae Hwang

Text-to-image diffusion models have shown great potential for image editing, with techniques such as text-based and object-dragging methods emerging as key approaches. However, each of these methods has inherent limitations: text-based…

计算机视觉与模式识别 · 计算机科学 2025-10-10 Haoran Yu , Yi Shi

We present TRACE, a mesh-guided 3DGS editing framework that achieves automated, high-fidelity scene transformation. By anchoring video diffusion with explicit 3D geometry, TRACE uniquely enables fine-grained, part-level manipulatio--such as…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Jiyuan Hu , Zechuan Zhang , Zongxin Yang , Yi Yang

This paper delves into the text-guided image editing task, focusing on modifying a reference image according to user-specified textual feedback to embody specific attributes. Despite recent advancements, a persistent challenge remains that…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Lidong Zeng , Zhedong Zheng , Yinwei Wei , Tat-seng Chua

Hair simulation and rendering are challenging due to complex strand dynamics, diverse material properties, and intricate light-hair interactions. Recent video diffusion models can generate high-quality videos, but they lack fine-grained…

图形学 · 计算机科学 2025-09-30 Weikai Lin , Haoxiang Li , Yuhao Zhu

Recently, diffusion-based generative models have achieved remarkable success for image generation and edition. However, existing diffusion-based video editing approaches lack the ability to offer precise control over generated content that…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Paul Couairon , Clément Rambour , Jean-Emmanuel Haugeard , Nicolas Thome