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Text-driven video generation has democratized film creation, but camera control in cinematic multi-shot scenarios remains a significant block. Implicit textual prompts lack precision, while explicit trajectory conditioning imposes…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Songlin Yang , Zhe Wang , Xuyi Yang , Songchun Zhang , Xianghao Kong , Taiyi Wu , Xiaotong Zhao , Ran Zhang , Alan Zhao , Anyi Rao

We present visual action prompts, a unified action representation for action-to-video generation of complex high-DoF interactions while maintaining transferable visual dynamics across domains. Action-driven video generation faces a…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Yuang Wang , Chao Wen , Haoyu Guo , Sida Peng , Minghan Qin , Hujun Bao , Xiaowei Zhou , Ruizhen Hu

Image generation based on diffusion models has demonstrated impressive capability, motivating exploration into diverse and specialized applications. Owing to the importance of emotion in advertising, emotion-oriented image generation has…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Guoli Jia , Junyao Hu , Xinwei Long , Kai Tian , Kaiyan Zhang , KaiKai Zhao , Ning Ding , Bowen Zhou

Compared to images, videos better reflect real-world acquisition and possess valuable temporal cues. However, existing multi-sensor fusion research predominantly integrates complementary context from multiple images rather than videos due…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Linfeng Tang , Yeda Wang , Meiqi Gong , Zizhuo Li , Yuxin Deng , Xunpeng Yi , Chunyu Li , Han Xu , Hao Zhang , Jiayi Ma

Multiview applications endow final users with the possibility to freely navigate within 3D scenes with minimum-delay. A real feeling of scene navigation is enabled by transmitting multiple high-quality camera views, which can be used to…

多媒体 · 计算机科学 2018-03-28 Xue Zhang , Laura Toni , Pascal Frossard , Yao Zhao , Chunyu Lin

Current video generation models perform well at single-shot synthesis but struggle with multi-shot videos, facing critical challenges in maintaining character and background consistency across shots and flexibly generating videos of…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Xiangyang Luo , Qingyu Li , Xiaokun Liu , Wenyu Qin , Miao Yang , Meng Wang , Pengfei Wan , Di Zhang , Kun Gai , Shao-Lun Huang

Video generation and editing conditioned on text prompts or images have undergone significant advancements. However, challenges remain in accurately controlling global layout and geometry details solely by texts, and supporting motion…

图形学 · 计算机科学 2025-04-01 Feng-Lin Liu , Hongbo Fu , Xintao Wang , Weicai Ye , Pengfei Wan , Di Zhang , Lin Gao

Storytelling in real-world videos often unfolds through multiple shots -- discontinuous yet semantically connected clips that together convey a coherent narrative. However, existing multi-shot video generation (MSV) methods struggle to…

Instruction-based video editing promises to democratize content creation, yet its progress is severely hampered by the scarcity of large-scale, high-quality training data. We introduce Ditto, a holistic framework designed to tackle this…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Qingyan Bai , Qiuyu Wang , Hao Ouyang , Yue Yu , Hanlin Wang , Wen Wang , Ka Leong Cheng , Shuailei Ma , Yanhong Zeng , Zichen Liu , Yinghao Xu , Yujun Shen , Qifeng Chen

The diffusion model is widely leveraged for either video generation or video editing. As each field has its task-specific problems, it is difficult to merely develop a single diffusion for completing both tasks simultaneously. Video…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Haoyu Zhao , Tianyi Lu , Jiaxi Gu , Xing Zhang , Qingping Zheng , Zuxuan Wu , Hang Xu , Yu-Gang Jiang

Multimedia summarization with multimodal output can play an essential role in real-world applications, i.e., automatically generating cover images and titles for news articles or providing introductions to online videos. In this work, we…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Jielin Qiu , Jiacheng Zhu , Mengdi Xu , Franck Dernoncourt , Trung Bui , Zhaowen Wang , Bo Li , Ding Zhao , Hailin Jin

Video (camera) trajectory editing aims to synthesize new videos that follow user-defined camera paths while preserving scene content and plausibly inpainting previously unseen regions, upgrading amateur footage into professionally styled…

计算机视觉与模式识别 · 计算机科学 2026-03-04 Zhihao Shi , Kejia Yin , Weilin Wan , Yuhongze Zhou , Yuanhao Yu , Xinxin Zuo , Qiang Sun , Juwei Lu

We present Mind-of-Director, a multi-modal agent-driven framework for film previz that models the collaborative decision-making process of a film production team. Given a creative idea, Mind-of-Director orchestrates multiple specialized…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Shufeng Nan , Mengtian Li , Sixiao Zheng , Yuwei Lu , Han Zhang , Yanwei Fu

Streaming video effect generation is highly desirable for live human-centric applications such as e-commerce streaming, entertainment, and vlogging, yet remains difficult due to the lack of suitable data and deployable editing models.…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Yiren Song , Cheng Liu , Yuxin Jiang , Mike Zheng Shou

Recent advances in video generation have been remarkable, enabling models to produce visually compelling videos with synchronized audio. While existing video generation benchmarks provide comprehensive metrics for visual quality, they lack…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Daili Hua , Xizhi Wang , Bohan Zeng , Xinyi Huang , Hao Liang , Junbo Niu , Xinlong Chen , Quanqing Xu , Wentao Zhang

Existing multi-turn image editing paradigms are often confined to isolated single-step execution. Due to a lack of context-awareness and closed-loop feedback mechanisms, they are prone to error accumulation and semantic drift during…

图形学 · 计算机科学 2026-04-01 Fei Shen , Chengyu Xie , Lihong Wang , Zhanyi Zhang , Xin Jiang , Xiaoyu Du , Jinhui Tang

Surgical Video Synthesis has emerged as a promising research direction following the success of diffusion models in general-domain video generation. Although existing approaches achieve high-quality video generation, most are unconditional…

计算机视觉与模式识别 · 计算机科学 2025-06-27 Diego Biagini , Nassir Navab , Azade Farshad

While generative video models have achieved remarkable fidelity and consistency, applying these capabilities to video editing remains a complex challenge. Recent research has explored motion controllability as a means to enhance…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Ryan Burgert , Charles Herrmann , Forrester Cole , Michael S Ryoo , Neal Wadhwa , Andrey Voynov , Nataniel Ruiz

The generative capabilities of Large Language Models (LLMs) are rapidly expanding from static code to dynamic, interactive visual artifacts. This progress is bottlenecked by a critical evaluation gap: established benchmarks focus on…

Despite advances in text and visual generation, creating coherent long-form audio narratives remains challenging. Existing frameworks often exhibit limitations such as mismatched character settings with voice performance, insufficient…

声音 · 计算机科学 2026-05-21 Yiming Ren , Xuenan Xu , Ziyang Zhang , Wen Wu , Baoxiang Li , Chao Zhang