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Unified multimodal models have recently shown remarkable gains in both capability and versatility, yet most leading systems are still trained from scratch and require substantial computational resources. In this paper, we show that…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Zeyu Wang , Zilong Chen , Chenhui Gou , Feng Li , Chaorui Deng , Deyao Zhu , Kunchang Li , Weihao Yu , Haoqin Tu , Haoqi Fan , Cihang Xie

As Large Language Models (LLMs) rapidly advance, we introduce Hunyuan-TurboS, a novel large hybrid Transformer-Mamba Mixture of Experts (MoE) model. It synergistically combines Mamba's long-sequence processing efficiency with Transformer's…

Computation and Language · Computer Science 2025-07-08 Tencent Hunyuan Team , Ao Liu , Botong Zhou , Can Xu , Chayse Zhou , ChenChen Zhang , Chengcheng Xu , Chenhao Wang , Decheng Wu , Dengpeng Wu , Dian Jiao , Dong Du , Dong Wang , Feng Zhang , Fengzong Lian , Guanghui Xu , Guanwei Zhang , Hai Wang , Haipeng Luo , Han Hu , Huilin Xu , Jiajia Wu , Jianchen Zhu , Jianfeng Yan , Jiaqi Zhu , Jihong Zhang , Jinbao Xue , Jun Xia , Junqiang Zheng , Kai Liu , Kai Zhang , Kai Zheng , Kejiao Li , Keyao Wang , Lan Jiang , Lixin Liu , Lulu Wu , Mengyuan Huang , Peijie Yu , Peiqi Wang , Qian Wang , Qianbiao Xiang , Qibin Liu , Qingfeng Sun , Richard Guo , Ruobing Xie , Saiyong Yang , Shaohua Chen , Shihui Hu , Shuai Li , Shuaipeng Li , Shuang Chen , Suncong Zheng , Tao Yang , Tian Zhang , Tinghao Yu , Weidong Han , Weijie Liu , Weijin Zhou , Weikang Wang , Wesleye Chen , Xiao Feng , Xiaoqin Ren , Xingwu Sun , Xiong Kuang , Xuemeng Huang , Xun Cao , Yanfeng Chen , Yang Du , Zhen Yang , Yangyu Tao , Yaping Deng , Yi Shen , Yigeng Hong , Yiqi Chen , Yiqing Huang , Yuchi Deng , Yue Mao , Yulong Wang , Yuyuan Zeng , Zenan Xu , Zhanhui Kang , Zhe Zhao , ZhenXiang Yan , Zheng Fang , Zhichao Hu , Zhongzhi Chen , Zhuoyu Li , Zongwei Li , Alex Yan , Ande Liang , Baitong Liu , Beiping Pan , Bin Xing , Binghong Wu , Bingxin Qu , Bolin Ni , Boyu Wu , Chen Li , Cheng Jiang , Cheng Zhang , Chengjun Liu , Chengxu Yang , Chengzhong Xu , Chiyu Wang , Chong Zha , Daisy Yi , Di Wang , Fanyang Lu , Fei Chen , Feifei Liu , Feng Zheng , Guanghua Yu , Guiyang Li , Guohua Wang , Haisheng Lin , Han Liu , Han Wang , Hao Fei , Hao Lu , Haoqing Jiang , Haoran Sun , Haotian Zhu , Huangjin Dai , Huankui Chen , Huawen Feng , Huihui Cai , Huxin Peng , Jackson Lv , Jiacheng Shi , Jiahao Bu , Jianbo Li , Jianglu Hu , Jiangtao Guan , Jianing Xu , Jianwei Cai , Jiarong Zhang , Jiawei Song , Jie Jiang , Jie Liu , Jieneng Yang , Jihong Zhang , Jin lv , Jing Zhao , Jinjian Li , Jinxing Liu , Jun Zhao , Juntao Guo , Kai Wang , Kan Wu , Lei Fu , Lei He , Lei Wang , Li Liu , Liang Dong , Liya Zhan , Long Cheng , Long Xu , Mao Zheng , Meng Liu , Mengkang Hu , Nanli Chen , Peirui Chen , Peng He , Pengju Pan , Pengzhi Wei , Qi Yang , Qi Yi , Roberts Wang , Rongpeng Chen , Rui Sun , Rui Yang , Ruibin Chen , Ruixu Zhou , Shaofeng Zhang , Sheng Zhang , Shihao Xu , Shuaishuai Chang , Shulin Liu , SiQi Wang , Songjia Feng , Songling Yuan , Tao Zhang , Tianjiao Lang , Tongkai Li , Wei Deng , Wei Li , Weichao Wang , Weigang Zhang , Weixuan Sun , Wen Ouyang , Wenxiang Jiao , Wenzhi Sun , Wenzhuo Jia , Xiang Zhang , Xiangyu He , Xianshun Ren , XiaoYing Zhu , Xiaolong Guo , Xiaoxue Li , Xiaoyu Ma , Xican Lu , Xinhua Feng , Xinting Huang , Xinyu Guan , Xirui Li , Xu Zhang , Xudong Gao , Xun Luo , Xuxiang Qi , Yangkun Chen , Yangyu Tao , Yanling Xiao , Yantao Mai , Yanze Chen , Yao Ding , Yeting Yang , YiFan Song , Yifan Yang , Yijiao Zhu , Yinhe Wu , Yixian Liu , Yong Yang , Yuanjun Cai , Yuanlin Tu , Yue Zhang , Yufei Huang , Yuhang Zhou , Yuhao Jiang , Yuhong Liu , Yuhui Hu , Yujin Lin , Yun Yang , Yunhao Wang , Yusong Zhang , Zekun Wu , Zelong Zhang , Zhan Yu , Zhaoliang Yang , Zhe Zhao , Zheng Li , Zhenyu Huang , Zhiguang Liu , Zhijiang Xu , Zhiqing Kui , Zhiyin Zeng , Zhiyuan Xiong , Zhuo Han , Zifan Wu , Zigang Geng , Zilong Zhao , Ziyan Tang , Ziyuan Zhu , Zonglei Zhu , Zhijiang Xu

Recent advances in video generation produce visually realistic content, yet the absence of synchronized audio severely compromises immersion. To address key challenges in video-to-audio generation, including multimodal data scarcity,…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-26 Sizhe Shan , Qiulin Li , Yutao Cui , Miles Yang , Yuehai Wang , Qun Yang , Jin Zhou , Zhao Zhong

The creation of high-quality 3D assets, a cornerstone of modern game development, has long been characterized by labor-intensive and specialized workflows. This paper presents Hunyuan3D Studio, an end-to-end AI-powered content creation…

We present Wan-Image, a unified visual generation system explicitly engineered to paradigm-shift image generation models from casual synthesizers into professional-grade productivity tools. While contemporary diffusion models excel at…

We present Emu, a Transformer-based multimodal foundation model, which can seamlessly generate images and texts in multimodal context. This omnivore model can take in any single-modality or multimodal data input indiscriminately (e.g.,…

Computer Vision and Pattern Recognition · Computer Science 2024-05-09 Quan Sun , Qiying Yu , Yufeng Cui , Fan Zhang , Xiaosong Zhang , Yueze Wang , Hongcheng Gao , Jingjing Liu , Tiejun Huang , Xinlong Wang

We introduce HunyuanPortrait, a diffusion-based condition control method that employs implicit representations for highly controllable and lifelike portrait animation. Given a single portrait image as an appearance reference and video clips…

Computer Vision and Pattern Recognition · Computer Science 2025-03-26 Zunnan Xu , Zhentao Yu , Zixiang Zhou , Jun Zhou , Xiaoyu Jin , Fa-Ting Hong , Xiaozhong Ji , Junwei Zhu , Chengfei Cai , Shiyu Tang , Qin Lin , Xiu Li , Qinglin Lu

In this report, we introduce ERNIE 5.0, a natively autoregressive foundation model desinged for unified multimodal understanding and generation across text, image, video, and audio. All modalities are trained from scratch under a unified…

Computation and Language · Computer Science 2026-02-05 Haifeng Wang , Hua Wu , Tian Wu , Yu Sun , Jing Liu , Dianhai Yu , Yanjun Ma , Jingzhou He , Zhongjun He , Dou Hong , Qiwen Liu , Shuohuan Wang , Junyuan Shang , Zhenyu Zhang , Yuchen Ding , Jinle Zeng , Jiabin Yang , Liang Shen , Ruibiao Chen , Weichong Yin , Siyu Ding , Dai Dai , Shikun Feng , Siqi Bao , Bolei He , Yan Chen , Zhenyu Jiao , Ruiqing Zhang , Zeyu Chen , Qingqing Dang , Kaipeng Deng , Jiajun Jiang , Enlei Gong , Guoxia Wang , Yanlin Sha , Yi Liu , Yehan Zheng , Weijian Xu , Jiaxiang Liu , Zengfeng Zeng , Yingqi Qu , Zhongli Li , Zhengkun Zhang , Xiyang Wang , Zixiang Xu , Xinchao Xu , Zhengjie Huang , Dong Wang , Bingjin Chen , Yue Chang , Xing Yuan , Shiwei Huang , Qiao Zhao , Xinzhe Ding , Shuangshuang Qiao , Baoshan Yang , Bihong Tang , Bin Li , Bingquan Wang , Binhan Tang , Binxiong Zheng , Bo Cui , Bo Ke , Bo Zhang , Bowen Zhang , Boyan Zhang , Boyang Liu , Caiji Zhang , Can Li , Chang Xu , Chao Pang , Chao Zhang , Chaoyi Yuan , Chen Chen , Cheng Cui , Chenlin Yin , Chun Gan , Chunguang Chai , Chuyu Fang , Cuiyun Han , Dan Zhang , Danlei Feng , Danxiang Zhu , Dong Sun , Dongbo Li , Dongdong Li , Dongdong Liu , Dongxue Liu , Fan Ding , Fan Hu , Fan Li , Fan Mo , Feisheng Wu , Fengwei Liu , Gangqiang Hu , Gaofeng Lu , Gaopeng Yong , Gexiao Tian , Guan Wang , Guangchen Ni , Guangshuo Wu , Guanzhong Wang , Guihua Liu , Guishun Li , Haibin Li , Haijian Liang , Haipeng Ming , Haisu Wang , Haiyang Lu , Haiye Lin , Han Zhou , Hangting Lou , Hanwen Du , Hanzhi Zhang , Hao Chen , Hao Du , Hao Liu , Hao Zhou , Haochen Jiang , Haodong Tian , Haoshuang Wang , Haozhe Geng , Heju Yin , Hong Chen , Hongchen Xue , Hongen Liu , Honggeng Zhang , Hongji Xu , Hongwei Chen , Hongyang Zhang , Hongyuan Zhang , Hua Lu , Huan Chen , Huan Wang , Huang He , Hui Liu , Hui Zhong , Huibin Ruan , Jiafeng Lu , Jiage Liang , Jiahao Hu , Jiahao Hu , Jiajie Yang , Jialin Li , Jian Chen , Jian Wu , Jianfeng Yang , Jianguang Jiang , Jianhua Wang , Jianye Chen , Jiaodi Liu , Jiarui Zhou , Jiawei Lv , Jiaxin Zhou , Jiaxuan Liu , Jie Han , Jie Sun , Jiefan Fang , Jihan Liu , Jihua Liu , Jing Hu , Jing Qian , Jing Yan , Jingdong Du , Jingdong Wang , Jingjing Wu , Jingyong Li , Jinheng Wang , Jinjin Li , Jinliang Lu , Jinlin Yu , Jinnan Liu , Jixiang Feng , Jiyi Huang , Jiyuan Zhang , Jun Liang , Jun Xia , Jun Yu , Junda Chen , Junhao Feng , Junhong Xiang , Junliang Li , Kai Liu , Kailun Chen , Kairan Su , Kang Hu , Kangkang Zhou , Ke Chen , Ke Wei , Kui Huang , Kun Wu , Kunbin Chen , Lei Han , Lei Sun , Lei Wen , Linghui Meng , Linhao Yu , Liping Ouyang , Liwen Zhang , Longbin Ji , Longzhi Wang , Meng Sun , Meng Tian , Mengfei Li , Mengqi Zeng , Mengyu Zhang , Ming Hong , Mingcheng Zhou , Mingming Huang , Mingxin Chen , Mingzhu Cai , Naibin Gu , Nemin Qiu , Nian Wang , Peng Qiu , Peng Zhao , Pengyu Zou , Qi Wang , Qi Xin , Qian Wang , Qiang Zhu , Qianhui Luo , Qianwei Yang , Qianyue He , Qifei Wu , Qinrui Li , Qiwen Bao , Quan Zhang , Quanxiang Liu , Qunyi Xie , Rongrui Zhan , Rufeng Dai , Rui Peng , Ruian Liu , Ruihao Xu , Ruijie Wang , Ruixi Zhang , Ruixuan Liu , Runsheng Shi , Ruting Wang , Senbo Kang , Shan Lu , Shaofei Yu , Shaotian Gong , Shenwei Hu , Shifeng Zheng , Shihao Guo , Shilong Fan , Shiqin Liu , Shiwei Gu , Shixi Zhang , Shuai Yao , Shuang Zhang , Shuangqiao Liu , Shuhao Liang , Shuwei He , Shuwen Yang , Sijun He , Siming Dai , Siming Wu , Siyi Long , Songhe Deng , Suhui Dong , Suyin Liang , Teng Hu , Tianchan Xu , Tianliang Lv , Tianmeng Yang , Tianyi Wei , Tiezhu Gao , Ting Sun , Ting Zhang , Tingdan Luo , Wei He , Wei Luan , Wei Yin , Wei Zhang , Wei Zhou , Weibao Gong , Weibin Li , Weicheng Huang , Weichong Dang , Weiguo Zhu , Weilong Zhang , Weiqi Tan , Wen Huang , Wenbin Chang , Wenjing Du , Wenlong Miao , Wenpei Luo , Wenquan Wu , Xi Shi , Xi Zhao , Xiang Gao , Xiangguo Zhang , Xiangrui Yu , Xiangsen Wang , Xiangzhe Wang , Xianlong Luo , Xianying Ma , Xiao Tan , Xiaocong Lin , Xiaofei Wang , Xiaofeng Peng , Xiaofeng Wu , Xiaojian Xu , Xiaolan Yuan , Xiaopeng Cui , Xiaotian Han , Xiaoxiong Liu , Xiaoxu Fei , Xiaoxuan Wu , Xiaoyu Wang , Xiaoyu Zhang , Xin Sun , Xin Wang , Xinhui Huang , Xinming Zhu , Xintong Yu , Xinyi Xu , Xinyu Wang , Xiuxian Li , XuanShi Zhu , Xue Xu , Xueying Lv , Xuhong Li , Xulong Wei , Xuyi Chen , Yabing Shi , Yafeng Wang , Yamei Li , Yan Liu , Yanfu Cheng , Yang Gao , Yang Liang , Yang Wang , Yang Wang , Yang Yang , Yanlong Liu , Yannian Fu , Yanpeng Wang , Yanzheng Lin , Yao Chen , Yaozong Shen , Yaqian Han , Yehua Yang , Yekun Chai , Yesong Wang , Yi Song , Yichen Zhang , Yifei Wang , Yifeng Guo , Yifeng Kou , Yilong Chen , Yilong Guo , Yiming Wang , Ying Chen , Ying Wang , Yingsheng Wu , Yingzhan Lin , Yinqi Yang , Yiran Xing , Yishu Lei , Yixiang Tu , Yiyan Chen , Yong Zhang , Yonghua Li , Yongqiang Ma , Yongxing Dai , Yongyue Zhang , Yu Ran , Yu Sun , Yu-Wen Michael Zhang , Yuang Liu , Yuanle Liu , Yuanyuan Zhou , Yubo Zhang , Yuchen Han , Yucheng Wang , Yude Gao , Yuedong Luo , Yuehu Dong , Yufeng Hu , Yuhui Cao , Yuhui Yun , Yukun Chen , Yukun Gao , Yukun Li , Yumeng Zhang , Yun Fan , Yun Ma , Yunfei Zhang , Yunshen Xie , Yuping Xu , Yuqin Zhang , Yuqing Liu , Yurui Li , Yuwen Wang , Yuxiang Lu , Zefeng Cai , Zelin Zhao , Zelun Zhang , Zenan Lin , Zezhao Dong , Zhaowu Pan , Zhaoyu Liu , Zhe Dong , Zhe Zhang , Zhen Zhang , Zhengfan Wu , Zhengrui Wei , Zhengsheng Ning , Zhenxing Li , Zhenyu Li , Zhenyu Qian , Zhenyun Li , Zhi Li , Zhichao Chen , Zhicheng Dong , Zhida Feng , Zhifan Feng , Zhihao Deng , Zhijin Yu , Zhiyang Chen , Zhonghui Zheng , Zhuangzhuang Guo , Zhujun Zhang , Zhuo Sun , Zichang Liu , Zihan Lin , Zihao Huang , Zihe Zhu , Ziheng Zhao , Ziping Chen , Zixuan Zhu , Ziyang Xu , Ziyi Liang , Ziyuan Gao

In this report, we present OpenUni, a simple, lightweight, and fully open-source baseline for unifying multimodal understanding and generation. Inspired by prevailing practices in unified model learning, we adopt an efficient training…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Size Wu , Zhonghua Wu , Zerui Gong , Qingyi Tao , Sheng Jin , Qinyue Li , Wei Li , Chen Change Loy

The recent popularity of text-to-image diffusion models (DM) can largely be attributed to the intuitive interface they provide to users. The intended generation can be expressed in natural language, with the model producing faithful…

In this work, we present Qwen3, the latest version of the Qwen model family. Qwen3 comprises a series of large language models (LLMs) designed to advance performance, efficiency, and multilingual capabilities. The Qwen3 series includes…

Image fusion aims to integrate complementary information from multiple source images to produce a more informative and visually consistent representation, benefiting both human perception and downstream vision tasks. Despite recent…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Xingyuan Li , Songcheng Du , Yang Zou , HaoYuan Xu , Zhiying Jiang , Jinyuan Liu

We present Seedream 3.0, a high-performance Chinese-English bilingual image generation foundation model. We develop several technical improvements to address existing challenges in Seedream 2.0, including alignment with complicated prompts,…

We introduce Qwen3-VL, the most capable vision-language model in the Qwen series to date, achieving superior performance across a broad range of multimodal benchmarks. It natively supports interleaved contexts of up to 256K tokens,…

Multimodal large language models are playing an increasingly significant role in empowering the financial domain, however, the challenges they face, such as multimodal and high-density information and cross-modal multi-hop reasoning, go…

Recent years have witnessed significant progress in audio-driven human animation. However, critical challenges remain in (i) generating highly dynamic videos while preserving character consistency, (ii) achieving precise emotion alignment…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Yi Chen , Sen Liang , Zixiang Zhou , Ziyao Huang , Yifeng Ma , Junshu Tang , Qin Lin , Yuan Zhou , Qinglin Lu

To address key limitations in human-object interaction (HOI) video generation -- specifically the reliance on curated motion data, limited generalization to novel objects/scenarios, and restricted accessibility -- we introduce…

Computer Vision and Pattern Recognition · Computer Science 2025-06-11 Ziyao Huang , Zixiang Zhou , Juan Cao , Yifeng Ma , Yi Chen , Zejing Rao , Zhiyong Xu , Hongmei Wang , Qin Lin , Yuan Zhou , Qinglin Lu , Fan Tang

Recent advances in generative world models have enabled remarkable progress in creating open-ended game environments, evolving from static scene synthesis toward dynamic, interactive simulation. However, current approaches remain limited by…

Computer Vision and Pattern Recognition · Computer Science 2026-02-11 Junshu Tang , Jiacheng Liu , Jiaqi Li , Longhuang Wu , Haoyu Yang , Penghao Zhao , Siruis Gong , Xiang Yuan , Shuai Shao , Linfeng Zhang , Qinglin Lu

This paper presents HunyuanOCR, a commercial-grade, open-source, and lightweight (1B parameters) Vision-Language Model (VLM) dedicated to OCR tasks. The architecture comprises a Native Vision Transformer (ViT) and a lightweight LLM…

Unified multimodal models often struggle with complex synthesis tasks that demand deep reasoning, and typically treat text-to-image generation and image editing as isolated capabilities rather than interconnected reasoning steps. To address…

Computer Vision and Pattern Recognition · Computer Science 2026-02-23 Dianyi Wang , Chaofan Ma , Feng Han , Size Wu , Wei Song , Yibin Wang , Zhixiong Zhang , Tianhang Wang , Siyuan Wang , Zhongyu Wei , Jiaqi Wang