Fetching the paper…
Reading the bibliography…
Panoramic video generation enables immersive 360{\deg} content creation, valuable in applications that demand scene-consistent world exploration.
Two-frame motion estimation based on polynomial expansion
Gunnar Farnebäck · 2003
Earlier work this paper cites.
A public database of immersive vr videos with corresponding ratings of arousal, valence, and correlations between head movements and self report measures
Benjamin J. Li, Jeremy N. Bailenson, Adam Pines, Walter J. Greenleaf, and Leanne M. Williams · 2017
Earlier work this paper cites.
Towards accurate generative models of video: A new metric & challenges
Thomas Unterthiner, Sjoerd Van Steenkiste, Karol Kurach, Raphael Marinier, Marcin Michalski, and Sylvain Gelly · 2018
Earlier work this paper cites.
A method for stochastic optimization
Diederik P Kingma, J Adam Ba, and J Adam · 2020
Earlier work this paper cites.
Is space-time attention all you need for video understanding?
Gedas Bertasius, Heng Wang, and Lorenzo Torresani · 2021
Earlier work this paper cites.
Latent video diffusion models for high-fidelity long video generation
Yingqing He, Tianyu Yang, Yong Zhang, Ying Shan, and Qifeng Chen · 2022
Earlier work this paper cites.
Imagen video: High definition video generation with diffusion models
Jonathan Ho, William Chan, Chitwan Saharia, Jay Whang, Ruiqi Gao, Alexey Gritsenko, Diederik P Kingma, Ben Poole, Mohammad Norouzi, David J Fleet, and Tim Salimans · 2022
Earlier work this paper cites.
Lora: Low-rank adaptation of large language models
Edward J Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, Weizhu Chen, et al · 2022
Earlier work this paper cites.
Flow matching for generative modeling
Yaron Lipman, Ricky TQ Chen, Heli Ben-Hamu, Maximilian Nickel, and Matt Le · 2022
Earlier work this paper cites.
Stable video diffusion: Scaling latent video diffusion models to large datasets
Andreas Blattmann, Tim Dockhorn, Sumith Kulal, Daniel Mendelevitch, Maciej Kilian, Dominik Lorenz, Yam Levi, Zion English, Vikram Voleti, Adam Letts, et al · 2023
Earlier work this paper cites.
Scalable diffusion models with transformers
William Peebles and Saining Xie · 2023
Earlier work this paper cites.
Make-a-video: Text-to-video generation without text-video data
Uriel Singer, Adam Polyak, Thomas Hayes, Xi Yin, Jie An, Songyang Zhang, Qiyuan Hu, Harry Yang, Oron Ashual, Oran Gafni, et al · 2023
Earlier work this paper cites.
Q-Align: Teaching LMMs for visual scoring via discrete text-defined levels
Haoning Wu, Zicheng Zhang, Weixia Zhang, Chaofeng Chen, Chunyi Li, Liang Liao, Annan Wang, Erli Zhang, Wenxiu Sun, Qiong Yan, Xiongkuo Min, Guangtai Zhai, and Weisi Lin · 2023
Earlier work this paper cites.
360+x: A panoptic multi-modal scene understanding dataset
Hao Chen, Yuqi Hou, Chenyuan Qu, Irene Testini, Xiaohan Hong, and Jianbo Jiao · 2024
Cited alongside, same era.
Geometry fidelity for spherical images
Anders Christensen, Nooshin Mojab, Khushman Patel, Karan Ahuja, Zeynep Akata, Ole Winther, Mar Gonzalez-Franco, and Andrea Colaco · 2024
Cited alongside, same era.
Hunyuanvideo: A systematic framework for large video generative models
Weijie Kong, Qi Tian, Zijian Zhang, Rox Min, Zuozhuo Dai, Jin Zhou, Jiangfeng Xiong, Xin Li, Bo Wu, Jianwei Zhang, et al · 2024
Cited alongside, same era.
4K4DGen: Panoramic 4D generation at 4K resolution
Renjie Li, Panwang Pan, Bangbang Yang, Dejia Xu, Shijie Zhou, Xuanyang Zhang, Zeming Li, Achuta Kadambi, Zhangyang Wang, Zhengzhong Tu, et al · 2024
Cited alongside, same era.
DL3DV-10K: A large-scale scene dataset for deep learning-based 3D vision
Lu Ling, Yichen Sheng, Zhi Tu, Wentian Zhao, Cheng Xin, Kun Wan, Lantao Yu, Qianyu Guo, Zixun Yu, Yawen Lu, et al · 2024
DynamicScaler: Seamless and scalable video generation for panoramic scenes
Liu Jinxiu, Lin Shaoheng, Li Yinxiao, and Yang Ming-Hsuan · 2025
Closest in time.
GenEx: Generating an explorable world
Taiming Lu, Tianmin Shu, Junfei Xiao, Luoxin Ye, Jiahao Wang, Cheng Peng, Chen Wei, Daniel Khashabi, Rama Chellappa, Alan Yuille, and Jieneng Chen · 2025
Closest in time.
Beyond the frame: Generating 360 ∘ \!{}^{\circ} panoramic videos from perspective videos
Rundong Luo, Matthew Wallingford, Ali Farhadi, Noah Snavely, and Wei-Chiu Ma · 2025
Closest in time.
Minho Park, Taewoong Kang, Jooyeol Yun, Sungwon Hwang, and Jaegul Choo · 2025
Closest in time.
GEN3C: 3D-informed world-consistent video generation with precise camera control
Xuanchi Ren, Tianchang Shen, Jiahui Huang, Huan Ling, Yifan Lu, Merlin Nimier-David, Thomas Müller, Alexander Keller, Sanja Fidler, and Jun Gao · 2025
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Cited alongside, same era.
VidPanos: Generative panoramic videos from casual panning videos
Jingwei Ma, Erika Lu, Roni Paiss, Shiran Zada, Aleksander Holynski, Tali Dekel, Brian Curless, Michael Rubinstein, and Forrester Cole · 2024
Cited alongside, same era.
Imagine360: Immersive 360 video generation from perspective anchor
Jing Tan, Shuai Yang, Tong Wu, Jingwen He, Yuwei Guo, Ziwei Liu, and Dahua Lin · 2024
Cited alongside, same era.
From an image to a scene: Learning to imagine the world from a million 360° videos
Matthew Wallingford, Anand Bhattad, Aditya Kusupati, Vivek Ramanujan, Matt Deitke, Aniruddha Kembhavi, Roozbeh Mottaghi, Wei-Chiu Ma, and Ali Farhadi · 2024
Cited alongside, same era.
Panonut360: A head and eye tracking dataset for panoramic video
Yutong Xu, Junhao Du, Jiahe Wang, Yuwei Ning, Sihan Zhou, and Yang Cao · 2024
Cited alongside, same era.
Language model beats diffusion – tokenizer is key to visual generation
Lijun Yu, José Lezama, Nitesh B. Gundavarapu, Luca Versari, Kihyuk Sohn, David Minnen, Yong Cheng, Vighnesh Birodkar, Agrim Gupta, Xiuye Gu, Alexander G. Hauptmann, Boqing Gong, Ming-Hsuan Yang, Irfan Essa, David A. Ross, and Lu Jiang · 2024
Cited alongside, same era.
Shuai Bai, Keqin Chen, Xuejing Liu, Jialin Wang, Wenbin Ge, Sibo Song, Kai Dang, Peng Wang, Shijie Wang, Jun Tang, et al · 2025
Cited alongside, same era.
CameraCtrl II: Dynamic scene exploration via camera-controlled video diffusion models
Hao He, Ceyuan Yang, Shanchuan Lin, Yinghao Xu, Meng Wei, Liangke Gui, Qi Zhao, Gordon Wetzstein, Lu Jiang, and Hongsheng Li · 2025
Cited alongside, same era.
Closest in time.
Seaweed-7B: Cost-effective training of video generation foundation model
SeaweadTeam, Ceyuan Yang, Zhijie Lin, Yang Zhao, Shanchuan Lin, Zhibei Ma, Haoyuan Guo, Hao Chen, Lu Qi, Sen Wang, et al · 2025
Closest in time.
Wan: Open and advanced large-scale video generative models
WanTeam, Ang Wang, Baole Ai, Bin Wen, Chaojie Mao, Chen-Wei Xie, Di Chen, Feiwu Yu, Haiming Zhao, Jianxiao Yang, et al · 2025
Closest in time.
WORLDMEM: Long-term consistent world simulation with memory
Zeqi Xiao, Yushi Lan, Yifan Zhou, Wenqi Ouyang, Shuai Yang, Yanhong Zeng, and Xingang Pan · 2025
Closest in time.
VideoPanda: Video panoramic diffusion with multi-view attention
Kevin Xie, Amirmojtaba Sabour, Jiahui Huang, Despoina Paschalidou, Greg Klar, Umar Iqbal, Sanja Fidler, and Xiaohui Zeng · 2025
Closest in time.
CogVideox: Text-to-video diffusion models with an expert transformer
Zhuoyi Yang, Jiayan Teng, Wendi Zheng, Ming Ding, Shiyu Huang, Jiazheng Xu, Yuanming Yang, Wenyi Hong, Xiaohan Zhang, Guanyu Feng, et al · 2025
Closest in time.
PanoDit: Panoramic videos generation with diffusion transformer
Muyang Zhang, Yuzhi Chen, Rongtao Xu, Changwei Wang, JinMing Yang, Weiliang Meng, Jianwei Guo, Huihuang Zhao, and Xiaopeng Zhang · 2025
Closest in time.
Holotime: Taming video diffusion models for panoramic 4d scene generation, 2025
Haiyang Zhou, Wangbo Yu, Jiawen Guan, Xinhua Cheng, Yonghong Tian, and Li Yuan · 2025
Closest in time.