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Related papers: Open-Sora: Democratizing Efficient Video Productio…

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We introduce Open-Sora Plan, an open-source project that aims to contribute a large generation model for generating desired high-resolution videos with long durations based on various user inputs. Our project comprises multiple components…

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…

Computer Vision and Pattern Recognition · Computer Science 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

Video generation models have achieved remarkable progress in the past year. The quality of AI video continues to improve, but at the cost of larger model size, increased data quantity, and greater demand for training compute. In this…

High-quality video generation, encompassing text-to-video (T2V), image-to-video (I2V), and video-to-video (V2V) generation, holds considerable significance in content creation to benefit anyone express their inherent creativity in new ways…

Computer Vision and Pattern Recognition · Computer Science 2024-10-11 Ailing Zeng , Yuhang Yang , Weidong Chen , Wei Liu

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…

Computer Vision and Pattern Recognition · Computer Science 2024-05-20 Rui Sun , Yumin Zhang , Tejal Shah , Jiahao Sun , Shuoying Zhang , Wenqi Li , Haoran Duan , Bo Wei , Rajiv Ranjan

Surgical video generation can enhance medical education and research, but existing methods lack fine-grained motion control and realism. We introduce SurgSora, a framework that generates high-fidelity, motion-controllable surgical videos…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Tong Chen , Shuya Yang , Junyi Wang , Long Bai , Hongliang Ren , Luping Zhou

The rapid advancement of Generative AI (Gen-AI) is transforming Human-Computer Interaction (HCI), with significant implications across various sectors. This study investigates the public's perception of Sora OpenAI, a pioneering Gen-AI…

Computers and Society · Computer Science 2024-03-27 Reza Hadi Mogavi , Derrick Wang , Joseph Tu , Hilda Hadan , Sabrina A. Sgandurra , Pan Hui , Lennart E. Nacke

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…

Computer Vision and Pattern Recognition · Computer Science 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

Several text-to-video diffusion models have demonstrated commendable capabilities in synthesizing high-quality video content. However, it remains a formidable challenge pertaining to maintaining temporal consistency and ensuring action…

Computer Vision and Pattern Recognition · Computer Science 2024-03-14 Deshun Yang , Luhui Hu , Yu Tian , Zihao Li , Chris Kelly , Bang Yang , Cindy Yang , Yuexian Zou

An image may convey a thousand words, but a video composed of hundreds or thousands of image frames tells a more intricate story. Despite significant progress in multimodal large language models (MLLMs), generating extended videos remains a…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 Faraz Waseem , Muhammad Shahzad

We present On-device Sora, the first model training-free solution for diffusion-based on-device text-to-video generation that operates efficiently on smartphone-grade devices. To address the challenges of diffusion-based text-to-video…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Bosung Kim , Kyuhwan Lee , Isu Jeong , Jungmin Cheon , Yeojin Lee , Seulki Lee

We present On-device Sora, the first model training-free solution for diffusion-based on-device text-to-video generation that operates efficiently on smartphone-grade devices. To address the challenges of diffusion-based text-to-video…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Bosung Kim , Kyuhwan Lee , Isu Jeong , Jungmin Cheon , Yeojin Lee , Seulki Lee

Animation has gained significant interest in the recent film and TV industry. Despite the success of advanced video generation models like Sora, Kling, and CogVideoX in generating natural videos, they lack the same effectiveness in handling…

Recent successful video generation systems that predict and create realistic automotive driving scenes from short video inputs assign tokenization, future state prediction (world model), and video decoding to dedicated models. These…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Björn Möller , Zhengyang Li , Malte Stelzer , Thomas Graave , Fabian Bettels , Muaaz Ataya , Tim Fingscheidt

With advancements in video generative AI models (e.g., SORA), creators are increasingly using these techniques to enhance video previsualization. However, they face challenges with incomplete and mismatched AI workflows. Existing methods…

Computer Vision and Pattern Recognition · Computer Science 2024-09-02 Yiran Chen , Anyi Rao , Xuekun Jiang , Shishi Xiao , Ruiqing Ma , Zeyu Wang , Hui Xiong , Bo Dai

We present a novel approach for generating 360-degree high-quality, spatio-temporally coherent human videos from a single image. Our framework combines the strengths of diffusion transformers for capturing global correlations across…

Computer Vision and Pattern Recognition · Computer Science 2024-09-25 Ruizhi Shao , Youxin Pang , Zerong Zheng , Jingxiang Sun , Yebin Liu

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…

Computer Vision and Pattern Recognition · Computer Science 2024-07-17 Weixiang Sun , Xiaocao You , Ruizhe Zheng , Zhengqing Yuan , Xiang Li , Lifang He , Quanzheng Li , Lichao Sun

OpenAI's Sora highlights the potential of video generation for developing world models that adhere to fundamental physical laws. However, the ability of video generation models to discover such laws purely from visual data without human…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Bingyi Kang , Yang Yue , Rui Lu , Zhijie Lin , Yang Zhao , Kaixin Wang , Gao Huang , Jiashi Feng

In ophthalmic surgery, developing an AI system capable of interpreting surgical videos and predicting subsequent operations requires numerous ophthalmic surgical videos with high-quality annotations, which are difficult to collect due to…

Image and Video Processing · Electrical Eng. & Systems 2025-07-15 Wei Li , Ming Hu , Guoan Wang , Lihao Liu , Kaijing Zhou , Junzhi Ning , Xin Guo , Zongyuan Ge , Lixu Gu , Junjun He

The rapid advancement of Artificial Intelligence Generated Content (AIGC) has revolutionized video generation, enabling systems ranging from proprietary pioneers like OpenAI's Sora, Google's Veo3, and Bytedance's Seedance to powerful…

Computer Vision and Pattern Recognition · Computer Science 2026-04-09 Teng Hu , Jiangning Zhang , Hongrui Huang , Ran Yi , Zihan Su , Jieyu Weng , Zhucun Xue , Lizhuang Ma , Ming-Hsuan Yang , Dacheng Tao
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