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Screencasts, where computer screen is broadcast to a large audience on the web, are becoming popular as an online educational tool. Among various types of screencast content, popular are the contents that involve text editing, including…

人机交互 · 计算机科学 2017-09-19 Jungkook Park , Yeong Hoon Park , Alice Oh

Instruction-based video editing requires transforming a source video according to a natural-language instruction while preserving irrelevant content and remaining temporally coherent. We argue that existing Diffusion Transformer (DiT)…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Yan Li , Lin Liu , Xiaopeng Zhang , Qi Tian

Now that everyone can easily record videos, the quantity of which is continuously increasing, research on methods for improved video retrieval is important in the contemporary world. In cases where target videos are to be identified within…

计算机视觉与模式识别 · 计算机科学 2019-05-08 Sho Maeoki , Kohei Uehara , Tatsuya Harada

Diffusion models have achieved significant success in image and video generation. This motivates a growing interest in video editing tasks, where videos are edited according to provided text descriptions. However, most existing approaches…

计算机视觉与模式识别 · 计算机科学 2023-12-01 Zhen Xing , Qi Dai , Zihao Zhang , Hui Zhang , Han Hu , Zuxuan Wu , Yu-Gang Jiang

We introduce WavCraft, a collective system that leverages large language models (LLMs) to connect diverse task-specific models for audio content creation and editing. Specifically, WavCraft describes the content of raw audio materials in…

音频与语音处理 · 电气工程与系统科学 2024-05-13 Jinhua Liang , Huan Zhang , Haohe Liu , Yin Cao , Qiuqiang Kong , Xubo Liu , Wenwu Wang , Mark D. Plumbley , Huy Phan , Emmanouil Benetos

We present MM-VID, an integrated system that harnesses the capabilities of GPT-4V, combined with specialized tools in vision, audio, and speech, to facilitate advanced video understanding. MM-VID is designed to address the challenges posed…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Kevin Lin , Faisal Ahmed , Linjie Li , Chung-Ching Lin , Ehsan Azarnasab , Zhengyuan Yang , Jianfeng Wang , Lin Liang , Zicheng Liu , Yumao Lu , Ce Liu , Lijuan Wang

Intent-oriented controlled video captioning aims to generate targeted descriptions for specific targets in a video based on customized user intent. Current Large Visual Language Models (LVLMs) have gained strong instruction following and…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Tianheng Qiu , Jingchun Gao , Jingyu Li , Huiyi Leong , Xuan Huang , Xi Wang , Xiaocheng Zhang , Kele Xu , Lan Zhang

Recently, Large Vision-Language Models (LVLMs) have made significant strides across diverse multimodal tasks and benchmarks. This paper reveals a largely under-explored problem from existing video-involved LVLMs - language bias, where…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Yiming Yang , Yangyang Guo , Hui Lu , Yan Wang

We present Interactive Neural Video Editing (INVE), a real-time video editing solution, which can assist the video editing process by consistently propagating sparse frame edits to the entire video clip. Our method is inspired by the recent…

计算机视觉与模式识别 · 计算机科学 2023-07-18 Jiahui Huang , Leonid Sigal , Kwang Moo Yi , Oliver Wang , Joon-Young Lee

Informational videos serve as a crucial source for explaining conceptual and procedural knowledge to novices and experts alike. When producing informational videos, editors edit videos by overlaying text/images or trimming footage to…

人机交互 · 计算机科学 2024-03-27 Bekzat Tilekbay , Saelyne Yang , Michal Lewkowicz , Alex Suryapranata , Juho Kim

Recent endeavors in video editing have showcased promising results in single-attribute editing or style transfer tasks, either by training text-to-video (T2V) models on text-video data or adopting training-free methods. However, when…

计算机视觉与模式识别 · 计算机科学 2024-02-27 Hyeonho Jeong , Jong Chul Ye

Video editing is a creative and complex endeavor and we believe that there is potential for reimagining a new video editing interface to better support the creative and exploratory nature of video editing. We take inspiration from latent…

人机交互 · 计算机科学 2024-06-26 David Chuan-En Lin , Fabian Caba Heilbron , Joon-Young Lee , Oliver Wang , Nikolas Martelaro

Instruction-based video editing has witnessed rapid progress, yet current methods often struggle with precise visual control, as natural language is inherently limited in describing complex visual nuances. Although reference-guided editing…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Yiqi Lin , Guoqiang Liang , Ziyun Zeng , Zechen Bai , Yanzhe Chen , Mike Zheng Shou

Current diffusion-based video editing primarily focuses on local editing (\textit{e.g.,} object/background editing) or global style editing by utilizing various dense correspondences. However, these methods often fail to accurately edit the…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Xiangpeng Yang , Linchao Zhu , Hehe Fan , Yi Yang

Vision-language models (VLMs) classify the query video by calculating a similarity score between the visual features and text-based class label representations. Recently, large language models (LLMs) have been used to enrich the text-based…

计算机视觉与模式识别 · 计算机科学 2023-10-25 Adeel Yousaf , Muzammal Naseer , Salman Khan , Fahad Shahbaz Khan , Mubarak Shah

Editing the video content with audio alignment forms a digital human-made art in current social media. However, the time-consuming and repetitive nature of manual video editing has long been a challenge for filmmakers and professional…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Shifang Zhao , Yihan Hu , Ying Shan , Yunchao Wei , Xiaodong Cun

Robust watermarking tries to conceal information within a cover image/video imperceptibly that is resistant to various distortions. Recently, deep learning-based approaches for image watermarking have made significant advancements in…

密码学与安全 · 计算机科学 2023-05-05 Guanhui Ye , Jiashi Gao , Yuchen Wang , Liyan Song , Xuetao Wei

Rapid advancements in video diffusion models have enabled the creation of realistic videos, raising concerns about unauthorized use and driving the demand for techniques to protect model ownership. Existing watermarking methods, while…

计算机视觉与模式识别 · 计算机科学 2025-03-31 MinHyuk Jang , Youngdong Jang , JaeHyeok Lee , Feng Yang , Gyeongrok Oh , Jongheon Jeong , Sangpil Kim

The Audio-Visual Video Parsing task aims to identify and temporally localize the events that occur in either or both the audio and visual streams of audible videos. It often performs in a weakly-supervised manner, where only video event…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Jinxing Zhou , Dan Guo , Yiran Zhong , Meng Wang

Low-Light Video Enhancement (LLVE) seeks to restore dynamic or static scenes plagued by severe invisibility and noise. In this paper, we present an innovative video decomposition strategy that incorporates view-independent and…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Xiaogang Xu , Kun Zhou , Tao Hu , Jiafei Wu , Ruixing Wang , Hao Peng , Bei Yu
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