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Automatic video editing involving at least the steps of selecting the most valuable footage from points of view of visual quality and the importance of action filmed; and cutting the footage into a brief and coherent visual story that would…

计算机视觉与模式识别 · 计算机科学 2019-07-18 Sergey Podlesnyy

While image editing has advanced rapidly, video editing remains less explored, facing challenges in consistency, control, and generalization. We study the design space of data, architecture, and control, and introduce \emph{EasyV2V}, a…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Jinjie Mai , Chaoyang Wang , Guocheng Gordon Qian , Willi Menapace , Sergey Tulyakov , Bernard Ghanem , Peter Wonka , Ashkan Mirzaei

While users tend to perceive instructional videos as an experience rather than a lesson with a set of instructions, instructional videos are more effective and appealing than textual user manuals and eliminate the ambiguity in text-based…

人机交互 · 计算机科学 2023-11-22 Songsong Liu , Shu Wang , Kun Sun

This demo is about automatic authoring of various motion effects that are provided with audiovisual content to improve user experiences. Traditionally, motion effects have been used for simulators, e.g., flight simulators for pilots and…

人机交互 · 计算机科学 2024-11-11 Jiwan Lee , Seungmoon Choi

Visual effects (VFX) are key to immersion in modern films, games, and AR/VR. Creating 3D effects requires specialized expertise and training in 3D animation software and can be time consuming. Generative solutions typically rely on…

图形学 · 计算机科学 2026-01-29 Mert Kiray , Paul Uhlenbruck , Nassir Navab , Benjamin Busam

Sighted and blind and low vision (BLV) creators alike use videos to communicate with broad audiences. Yet, video editing remains inaccessible to BLV creators. Our formative study revealed that current video editing tools make it difficult…

人机交互 · 计算机科学 2023-03-01 Mina Huh , Saelyne Yang , Yi-Hao Peng , Xiang 'Anthony' Chen , Young-Ho Kim , Amy Pavel

Crafting magic and illusions is one of the most thrilling aspects of filmmaking, with visual effects (VFX) serving as the powerhouse behind unforgettable cinematic experiences. While recent advances in generative artificial intelligence…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Xinyu Liu , Ailing Zeng , Wei Xue , Harry Yang , Wenhan Luo , Qifeng Liu , Yike Guo

We present a method for augmenting real-world videos with newly generated dynamic content. Given an input video and a simple user-provided text instruction describing the desired content, our method synthesizes dynamic objects or complex…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Danah Yatim , Rafail Fridman , Omer Bar-Tal , Tali Dekel

In this era of videos, automatic video editing techniques attract more and more attention from industry and academia since they can reduce workloads and lower the requirements for human editors. Existing automatic editing systems are mainly…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Panwen Hu , Nan Xiao , Feifei Li , Yongquan Chen , Rui Huang

We introduce InstructVid2Vid, an end-to-end diffusion-based methodology for video editing guided by human language instructions. Our approach empowers video manipulation guided by natural language directives, eliminating the need for…

计算机视觉与模式识别 · 计算机科学 2024-05-30 Bosheng Qin , Juncheng Li , Siliang Tang , Tat-Seng Chua , Yueting Zhuang

We propose \textbf{IC-Effect}, an instruction-guided, DiT-based framework for few-shot video VFX editing that synthesizes complex effects (\eg flames, particles and cartoon characters) while strictly preserving spatial and temporal…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Yuanhang Li , Yiren Song , Junzhe Bai , Xinran Liang , Hu Yang , Libiao Jin , Qi Mao

Large-scale video generation models have shown remarkable potential in modeling photorealistic appearance and lighting interactions in real-world scenes. However, a closed-loop framework that jointly understands intrinsic scene properties…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Ye Fang , Tong Wu , Valentin Deschaintre , Duygu Ceylan , Iliyan Georgiev , Chun-Hao Paul Huang , Yiwei Hu , Xuelin Chen , Tuanfeng Yang Wang

Video editing according to instructions is a highly challenging task due to the difficulty in collecting large-scale, high-quality edited video pair data. This scarcity not only limits the availability of training data but also hinders the…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Chi Zhang , Chengjian Feng , Feng Yan , Qiming Zhang , Mingjin Zhang , Yujie Zhong , Jing Zhang , Lin Ma

Visual effects (VFX) are crucial to the expressive power of digital media, yet their creation remains a major challenge for generative AI. Prevailing methods often rely on the one-LoRA-per-effect paradigm, which is resource-intensive and…

计算机视觉与模式识别 · 计算机科学 2025-10-30 Baolu Li , Yiming Zhang , Qinghe Wang , Liqian Ma , Xiaoyu Shi , Xintao Wang , Pengfei Wan , Zhenfei Yin , Yunzhi Zhuge , Huchuan Lu , Xu Jia

Visual effects (VFX) are essential for enhancing the expressiveness and creativity of video content, yet producing high-quality effects typically requires expert knowledge and costly production pipelines. Existing AIGC systems face…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Shiyuan Yang , Ruihuang Li , Jiale Tao , Shuai Shao , Qinglin Lu , Jing Liao

The rapid advancement of large language models (LLMs) and multimodal learning has transformed digital content creation and manipulation. Traditional visual editing tools require significant expertise, limiting accessibility. Recent strides…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Thanh Tam Nguyen , Zhao Ren , Trinh Pham , Thanh Trung Huynh , Phi Le Nguyen , Hongzhi Yin , Quoc Viet Hung Nguyen

Video colour editing is a crucial task for content creation, yet existing solutions either require painstaking frame-by-frame manipulation or produce unrealistic results with temporal artefacts. We present a practical, training-free…

计算机视觉与模式识别 · 计算机科学 2024-12-09 Chaitat Utintu , Pinaki Nath Chowdhury , Aneeshan Sain , Subhadeep Koley , Ayan Kumar Bhunia , Yi-Zhe Song

We introduce a large-scale dataset for instruction-guided vector image editing, consisting of over 270,000 pairs of SVG images paired with natural language edit instructions. Our dataset enables training and evaluation of models that modify…

机器学习 · 计算机科学 2025-06-23 Josef Kuchař , Marek Kadlčík , Michal Spiegel , Michal Štefánik

The ability to provide fine-grained control for generating and editing visual imagery has profound implications for computer vision and its applications. Previous works have explored extending controllability in two directions: instruction…

计算机视觉与模式识别 · 计算机科学 2024-10-18 Shufan Li , Harkanwar Singh , Aditya Grover

Human motion is a key function to communicate information. In the application, short-form mobile video is so popular all over the world such as Tik Tok. The users would like to add more VFX so as to pursue creativity and personlity. Many…

计算机视觉与模式识别 · 计算机科学 2020-07-23 Ao Luo , Ning Xie , Zhijia Tao , Feng Jiang
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