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Recent progress in text-to-video (T2V) generation has enabled the synthesis of visually compelling and temporally coherent videos from natural language. However, these models often fall short in basic physical commonsense, producing outputs…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Enes Sanli , Baris Sarper Tezcan , Aykut Erdem , Erkut Erdem

Recent text-to-video (T2V) technology advancements, as demonstrated by models such as Gen2, Pika, and Sora, have significantly broadened its applicability and popularity. Despite these strides, evaluating these models poses substantial…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Tianle Zhang , Langtian Ma , Yuchen Yan , Yuchen Zhang , Kai Wang , Yue Yang , Ziyao Guo , Wenqi Shao , Yang You , Yu Qiao , Ping Luo , Kaipeng Zhang

Recent advances in text-to-video generation have produced increasingly realistic and diverse content, yet evaluating such videos remains a fundamental challenge due to their multi-faceted nature encompassing visual quality, semantic…

Text-to-3D (T23D) generation has emerged as a crucial visual generation task, aiming at synthesizing 3D content from textual descriptions. Studies of this task are currently shifting from per-scene T23D, which requires optimization of the…

计算机视觉与模式识别 · 计算机科学 2025-12-04 Xiao Cai , Sitong Su , Jingkuan Song , Pengpeng Zeng , Ji Zhang , Qinhong Du , Mengqi Li , Heng Tao Shen , Lianli Gao

The Text to Audible-Video Generation (TAVG) task involves generating videos with accompanying audio based on text descriptions. Achieving this requires skillful alignment of both audio and video elements. To support research in this field,…

计算机视觉与模式识别 · 计算机科学 2024-04-23 Yuxin Mao , Xuyang Shen , Jing Zhang , Zhen Qin , Jinxing Zhou , Mochu Xiang , Yiran Zhong , Yuchao Dai

Comprehensive and constructive evaluation protocols play an important role in the development of sophisticated text-to-video (T2V) generation models. Existing evaluation protocols primarily focus on temporal consistency and content…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Mingxiang Liao , Hannan Lu , Xinyu Zhang , Fang Wan , Tianyu Wang , Yuzhong Zhao , Wangmeng Zuo , Qixiang Ye , Jingdong Wang

We present Step-Video-TI2V, a state-of-the-art text-driven image-to-video generation model with 30B parameters, capable of generating videos up to 102 frames based on both text and image inputs. We build Step-Video-TI2V-Eval as a new…

Generative models have driven significant progress in a variety of AI tasks, including text-to-video generation, where models like Video LDM and Stable Video Diffusion can produce realistic, movie-level videos from textual instructions.…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Xuyang Guo , Zekai Huang , Jiayan Huo , Yingyu Liang , Zhenmei Shi , Zhao Song , Jiahao Zhang

Recent breakthroughs in Vision-Language (V&L) joint research have achieved remarkable results in various text-driven tasks. High-quality Text-to-video (T2V), a task that has been long considered mission-impossible, was proven feasible with…

人工智能 · 计算机科学 2022-11-28 Yuxing Qiu , Feng Gao , Minchen Li , Govind Thattai , Yin Yang , Chenfanfu Jiang

Text-to-image diffusion models (T2I) have demonstrated unprecedented capabilities in creating realistic and aesthetic images. On the contrary, text-to-video diffusion models (T2V) still lag far behind in frame quality and text alignment,…

计算机视觉与模式识别 · 计算机科学 2024-03-11 Yabo Zhang , Yuxiang Wei , Xianhui Lin , Zheng Hui , Peiran Ren , Xuansong Xie , Xiangyang Ji , Wangmeng Zuo

Text-to-video (T2V) generation has recently attracted considerable attention, resulting in the development of numerous high-quality datasets that have propelled progress in this area. However, existing public datasets are primarily composed…

计算机视觉与模式识别 · 计算机科学 2025-07-03 Yiming Ju , Jijin Hu , Zhengxiong Luo , Haoge Deng , hanyu Zhao , Li Du , Chengwei Wu , Donglin Hao , Xinlong Wang , Tengfei Pan

Text-to-video generation has advanced rapidly, but existing methods typically output only the final composited video and lack editable layered representations, limiting their use in professional workflows. We propose \textbf{LayerT2V}, a…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Guangzhao Li , Kangrui Cen , Baixuan Zhao , Yi Xin , Siqi Luo , Guangtao Zhai , Lei Zhang , Xiaohong Liu

Text-to-video (T2V) generation has rapidly progressed in visual fidelity, yet its ability to faithfully represent multiple cultures within a single prompt remains underexplored. We introduce MAVEN, a multi-agent prompt refinement framework…

计算机视觉与模式识别 · 计算机科学 2026-05-28 Shuowei Li , Yuming Zhao , Parth Bhalerao , Oana Ignat

Numerous text-to-video (T2V) editing methods have emerged recently, but the lack of a standardized benchmark for fair evaluation has led to inconsistent claims and an inability to assess model sensitivity to hyperparameters. Fine-grained…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Minghan Li , Chenxi Xie , Yichen Wu , Lei Zhang , Mengyu Wang

While Text-To-Video (T2V) models have advanced rapidly, they continue to struggle with generating legible and coherent text within videos. In particular, existing models often fail to render correctly even short phrases or words and…

计算机视觉与模式识别 · 计算机科学 2025-11-11 Ziyang Liu , Kevin Valencia , Justin Cui

While generative video models have achieved remarkable visual fidelity, their capacity to internalize and reason over implicit world rules remains a critical yet under-explored frontier. To bridge this gap, we present RISE-Video, a…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Mingxin Liu , Shuran Ma , Shibei Meng , Xiangyu Zhao , Zicheng Zhang , Shaofeng Zhang , Zhihang Zhong , Peixian Chen , Haoyu Cao , Xing Sun , Haodong Duan , Xue Yang

Text-to-Video (T2V) generation has attracted significant attention for its ability to synthesize realistic videos from textual descriptions. However, existing models struggle to balance computational efficiency and high visual quality,…

计算机视觉与模式识别 · 计算机科学 2025-11-03 Takashi Isobe , He Cui , Dong Zhou , Mengmeng Ge , Dong Li , Emad Barsoum

Diffusion-based text-to-video (T2V) models have achieved significant success but continue to be hampered by the slow sampling speed of their iterative sampling processes. To address the challenge, consistency models have been proposed to…

计算机视觉与模式识别 · 计算机科学 2024-10-14 Jiachen Li , Weixi Feng , Tsu-Jui Fu , Xinyi Wang , Sugato Basu , Wenhu Chen , William Yang Wang

The rapid development of diffusion models has significantly advanced AI-generated content (AIGC), particularly in Text-to-Image (T2I) and Text-to-Video (T2V) generation. Text-based video editing, leveraging these generative capabilities,…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Yupeng Chen , Penglin Chen , Xiaoyu Zhang , Yixian Huang , Qian Xie

While current video generation focuses on text or image conditions, practical applications like video editing and vlogging often need to seamlessly connect separate clips. In our work, we introduce Video Connecting, an innovative task that…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Zhiyu Yin , Zhipeng Liu , Kehai Chen , Lemao Liu , Jin Liu , Hong-Dong Li , Yang Xiang , Min Zhang