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相关论文: WorldGPT: A Sora-Inspired Video AI Agent as Rich W…

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The evolution of video generation from text, from animating MNIST to simulating the world with Sora, has progressed at a breakneck speed. Here, we systematically discuss how far text-to-video generation technology supports essential…

Text-to-video generation has made significant strides, but replicating the capabilities of advanced systems like OpenAI Sora remains challenging due to their closed-source nature. Existing open-source methods struggle to achieve comparable…

计算机视觉与模式识别 · 计算机科学 2024-10-07 Zhengqing Yuan , Yixin Liu , Yihan Cao , Weixiang Sun , Haolong Jia , Ruoxi Chen , Zhaoxu Li , Bin Lin , Li Yuan , Lifang He , Chi Wang , Yanfang Ye , Lichao Sun

Large text-to-image diffusion models have exhibited impressive proficiency in generating high-quality images. However, when applying these models to video domain, ensuring temporal consistency across video frames remains a formidable…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Shuai Yang , Yifan Zhou , Ziwei Liu , Chen Change Loy

World models empower model-based agents to interactively explore, reason, and plan within imagined environments for real-world decision-making. However, the high demand for interactivity poses challenges in harnessing recent advancements in…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Jialong Wu , Shaofeng Yin , Ningya Feng , Xu He , Dong Li , Jianye Hao , Mingsheng Long

Recently, diffusion-based deep generative models (e.g., Stable Diffusion) have shown impressive results in text-to-image synthesis. However, current text-to-image models often require multiple passes of prompt engineering by humans in order…

计算与语言 · 计算机科学 2023-11-14 Tingfeng Cao , Chengyu Wang , Bingyan Liu , Ziheng Wu , Jinhui Zhu , Jun Huang

As artificial intelligence-generated content (AIGC) continues to evolve, video-to-audio (V2A) generation has emerged as a key area with promising applications in multimedia editing, augmented reality, and automated content creation. While…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Yuhuan You , Xihong Wu , Tianshu Qu

Sora is a text-to-video generative AI model, released by OpenAI in February 2024. The model is trained to generate videos of realistic or imaginative scenes from text instructions and show potential in simulating the physical world. Based…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Yixin Liu , Kai Zhang , Yuan Li , Zhiling Yan , Chujie Gao , Ruoxi Chen , Zhengqing Yuan , Yue Huang , Hanchi Sun , Jianfeng Gao , Lifang He , Lichao Sun

Audio-driven cospeech video generation typically involves two stages: speech-to-gesture and gesture-to-video. While significant advances have been made in speech-to-gesture generation, synthesizing natural expressions and gestures remains…

计算机视觉与模式识别 · 计算机科学 2025-04-14 Renda Li , Xiaohua Qi , Qiang Ling , Jun Yu , Ziyi Chen , Peng Chang , Mei HanJing Xiao

Recent advances in vision-language models have enabled mobile GUI agents to perceive visual interfaces and execute user instructions, but reliable prediction of action consequences remains critical for long-horizon and high-risk…

We introduce a novel diffusion-based video generation method, generating a video showing multiple events given multiple individual sentences from the user. Our method does not require a large-scale video dataset since our method uses a…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Gyeongrok Oh , Jaehwan Jeong , Sieun Kim , Wonmin Byeon , Jinkyu Kim , Sungwoong Kim , Sangpil Kim

The rapid development of the Internet has profoundly changed human life. Humans are increasingly expressing themselves and interacting with others on social media platforms. However, although artificial intelligence technology has been…

计算与语言 · 计算机科学 2024-07-11 Haochen Xue , Chong Zhang , Chengzhi Liu , Fangyu Wu , Xiaobo Jin

A central goal in AI is to represent scenes as compositions of discrete objects, enabling fine-grained, controllable image and video generation. Yet leading diffusion models treat images holistically and rely on text conditioning, creating…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Adil Kaan Akan

Past work demonstrated that using neural networks, we can extend unfinished music pieces while maintaining the music style of the musician. With recent advancements in large language models and diffusion models, we are now capable of…

计算机视觉与模式识别 · 计算机科学 2023-05-22 Ze Jin , Zorina Song

In the accelerating era of human-instructed visual content creation, diffusion models have demonstrated remarkable generative potential. Yet their deployment is constrained by a dual bottleneck: semantic ambiguity in diverse prompts and the…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Jie Qin , Jie Wu , Weifeng Chen , Yueming Lyu

Generative models hold promise for revolutionizing medical education, robot-assisted surgery, and data augmentation for medical AI development. Diffusion models can now generate realistic images from text prompts, while recent advancements…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Weixiang Sun , Xiaocao You , Ruizhe Zheng , Zhengqing Yuan , Xiang Li , Lifang He , Quanzheng Li , Lichao Sun

Recent successes in autoregressive (AR) generation models, such as the GPT series in natural language processing, have motivated efforts to replicate this success in visual tasks. Some works attempt to extend this approach to autonomous…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Xiaotao Hu , Wei Yin , Mingkai Jia , Junyuan Deng , Xiaoyang Guo , Qian Zhang , Xiaoxiao Long , Ping Tan

With recent advances of AIGC, video generation have gained a surge of research interest in both academia and industry (e.g., Sora). However, it remains a challenge to produce temporally aligned audio to synchronize the generated video,…

音频与语音处理 · 电气工程与系统科学 2024-09-24 Yuchen Hu , Yu Gu , Chenxing Li , Rilin Chen , Dong Yu

Vision and language are the two foundational senses for humans, and they build up our cognitive ability and intelligence. While significant breakthroughs have been made in AI language ability, artificial visual intelligence, especially the…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Zangwei Zheng , Xiangyu Peng , Tianji Yang , Chenhui Shen , Shenggui Li , Hongxin Liu , Yukun Zhou , Tianyi Li , Yang You

The generative AI revolution has recently expanded to videos. Nevertheless, current state-of-the-art video models are still lagging behind image models in terms of visual quality and user control over the generated content. In this work, we…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Michal Geyer , Omer Bar-Tal , Shai Bagon , Tali Dekel

With impressive achievements made, artificial intelligence is on the path forward to artificial general intelligence. Sora, developed by OpenAI, which is capable of minute-level world-simulative abilities can be considered as a milestone on…

计算机视觉与模式识别 · 计算机科学 2024-05-20 Rui Sun , Yumin Zhang , Tejal Shah , Jiahao Sun , Shuoying Zhang , Wenqi Li , Haoran Duan , Bo Wei , Rajiv Ranjan
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