AITQE: An Adaptive Image-Text Quality Enhancer for Scalable MLLM Pretraining.

Yuqi Huo

Han Huang Yuqi Huo Zijia Zhao Haoyu Lu Shu Wu Bingning Wang Qiang Liu 0006 Weipeng Chen Liang Wang 0001 AITQE: An Adaptive Image-Text Quality Enhancer for Scalable MLLM Pretraining. 2026 June 7833-7845 36 IEEE Trans. Circuits Syst. Video Technol. 6 https://doi.org/10.1109/TCSVT.2026.3657433 db/journals/tcsv/tcsv36.html#HuangHZLWWLCW26 streams/journals/tcsv

Shaocong Feng Baojiang Cui Shengjia Chang Haoran Yu Yuqi Huo NGAP Feature Fusion Hybrid Network Attack Detection for 5G Edge Security. 51086-51098 2025 dec1 12 IEEE Internet Things J. 23 https://doi.org/10.1109/JIOT.2025.3611508 db/journals/iotj/iotj12.html#FengCCYH25 streams/journals/iotj

Zijia Zhao Yuqi Huo Tongtian Yue Longteng Guo Haoyu Lu Bingning Wang Weipeng Chen Jing Liu 0001 Efficient Motion-Aware Video MLLM. 24159-24168 2025 CVPR https://openaccess.thecvf.com/content/CVPR2025/html/Zhao_Efficient_Motion-Aware_Video_MLLM_CVPR_2025_paper.html https://doi.org/10.1109/CVPR52734.2025.02250 conf/cvpr/2025 db/conf/cvpr/cvpr2025.html#ZhaoHYGLWCL25 Yifan Du 0002 Yuqi Huo Kun Zhou 0002 Zijia Zhao Haoyu Lu Han Huang Xin Zhao 0018 Bingning Wang Weipeng Chen Ji-Rong Wen Exploring the Design Space of Visual Context Representation in Video MLLMs. 2025 ICLR https://openreview.net/forum?id=UN6Ik6OCx8 conf/iclr/2025 db/conf/iclr/iclr2025.html#0002H0ZLHZWCW25 Zijia Zhao Haoyu Lu Yuqi Huo Yifan Du 0002 Tongtian Yue Longteng Guo Bingning Wang Weipeng Chen Jing Liu 0001 Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs. 2025 ICLR https://openreview.net/forum?id=ZJo6Radbqq conf/iclr/2025 db/conf/iclr/iclr2025.html#ZhaoLH0YGWCL25

Yifan Du 0002 Zikang Liu 0001 Yifan Li 0009 Wayne Xin Zhao Yuqi Huo Bingning Wang Weipeng Chen Zheng Liu 0011 Zhongyuan Wang 0006 Ji-Rong Wen Virgo: A Preliminary Exploration on Reproducing o1-like MLLM. 2025 January abs/2501.01904 CoRR https://doi.org/10.48550/arXiv.2501.01904 db/journals/corr/corr2501.html#abs-2501-01904 streams/journals/corr

Bingning Wang Haizhou Zhao Huozhi Zhou Liang Song Mingyu Xu Wei Cheng Xiangrong Zeng Yupeng Zhang Yuqi Huo Zecheng Wang Zhengyun Zhao Da Pan 0003 Fan Yang 0087 Fei Kou Fei Li Fuzhong Chen Guosheng Dong Han Liu Hongda Zhang Jin He Jinjie Yang Kangxi Wu Kegeng Wu Lei Su Linlin Niu Linzhuang Sun Mang Wang Pengcheng Fan Qianli Shen Rihui Xin Shunya Dang Songchi Zhou Weipeng Chen Wenjing Luo Xin Chen 0032 Xin Men Xionghai Lin Xuezhen Dong Yan Zhang 0109 Yifei Duan Yuyan Zhou Zhi Ma Zhiying Wu Baichuan-M1: Pushing the Medical Capability of Large Language Models. 2025 February abs/2502.12671 CoRR https://doi.org/10.48550/arXiv.2502.12671 db/journals/corr/corr2502.html#abs-2502-12671 streams/journals/corr

Zijia Zhao Yuqi Huo Tongtian Yue Longteng Guo Haoyu Lu Bingning Wang Weipeng Chen Jing Liu 0001 Efficient Motion-Aware Video MLLM. 2025 March abs/2503.13016 CoRR https://doi.org/10.48550/arXiv.2503.13016 db/journals/corr/corr2503.html#abs-2503-13016 streams/journals/corr

Yanbiao Gao Zhongliang Deng Yuqi Huo Wenyan Chen Improving Non-Line-of-Sight Identification in Cellular Positioning Systems Using a Deep Autoencoding and Generative Adversarial Network Model. 6494 2024 October 24 Sensors 19 https://doi.org/10.3390/s24196494 db/journals/sensors/sensors24.html#GaoDHC24 streams/journals/sensors

Haoyu Lu Yuqi Huo Guoxing Yang Zhiwu Lu 0001 Wei Zhan Masayoshi Tomizuka Mingyu Ding UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling. 2024 ICLR https://openreview.net/forum?id=f5H8WGLQm5 conf/iclr/2024 db/conf/iclr/iclr2024.html#LuHY0ZTD24 Haoyu Lu Guoxing Yang Nanyi Fei Yuqi Huo Zhiwu Lu 0001 Ping Luo 0002 Mingyu Ding VDT: General-purpose Video Diffusion Transformers via Mask Modeling. 2024 ICLR https://openreview.net/forum?id=Un0rgm9f04 conf/iclr/2024 db/conf/iclr/iclr2024.html#LuYFH00D24

Zijia Zhao Haoyu Lu Yuqi Huo Yifan Du 0002 Tongtian Yue Longteng Guo Bingning Wang Weipeng Chen Jing Liu 0001 Needle In A Video Haystack: A Scalable Synthetic Framework for Benchmarking Video MLLMs. 2024 abs/2406.09367 CoRR https://doi.org/10.48550/arXiv.2406.09367 db/journals/corr/corr2406.html#abs-2406-09367

Yifan Du 0002 Kun Zhou 0002 Yuqi Huo Yifan Li 0009 Wayne Xin Zhao Haoyu Lu Zijia Zhao Bingning Wang Weipeng Chen Ji-Rong Wen Towards Event-oriented Long Video Understanding. 2024 abs/2406.14129 CoRR https://doi.org/10.48550/arXiv.2406.14129 db/journals/corr/corr2406.html#abs-2406-14129

Yadong Li Haoze Sun Mingan Lin Tianpeng Li Guosheng Dong Tao Zhang 0194 Bowen Ding Wei Song Zhenglin Cheng Yuqi Huo Song Chen Xu Li Da Pan 0003 Shusen Zhang Xin Wu Zheng Liang Jun Liu Keer Lu Yaqi Zhao Yanjun Shen Fan Yang 0087 Kaicheng Yu Tao Lin Jianhua Xu Zenan Zhou Weipeng Chen Baichuan-Omni Technical Report. 2024 abs/2410.08565 CoRR https://doi.org/10.48550/arXiv.2410.08565 db/journals/corr/corr2410.html#abs-2410-08565 streams/journals/corr

Yifan Du 0002 Yuqi Huo Kun Zhou 0002 Zijia Zhao Haoyu Lu Han Huang Wayne Xin Zhao Bingning Wang Weipeng Chen Ji-Rong Wen Exploring the Design Space of Visual Context Representation in Video MLLMs. 2024 abs/2410.13694 CoRR https://doi.org/10.48550/arXiv.2410.13694 db/journals/corr/corr2410.html#abs-2410-13694 streams/journals/corr

Han Huang Yuqi Huo Zijia Zhao Haoyu Lu Shu Wu Bingning Wang Qiang Liu 0006 Weipeng Chen Liang Wang 0001 Beyond Filtering: Adaptive Image-Text Quality Enhancement for MLLM Pretraining. 2024 abs/2410.16166 CoRR https://doi.org/10.48550/arXiv.2410.16166 db/journals/corr/corr2410.html#abs-2410-16166 streams/journals/corr

Haoyu Lu Yuqi Huo Mingyu Ding Nanyi Fei Zhiwu Lu 0001 Cross-modal Contrastive Learning for Generalizable and Efficient Image-text Retrieval. 569-582 2023 August 20 Mach. Intell. Res. 4 https://doi.org/10.1007/s11633-022-1386-4 db/journals/ijautcomp/ijautcomp20.html#LuHDFL23

Haoyu Lu Mingyu Ding Yuqi Huo Guoxing Yang Zhiwu Lu 0001 Masayoshi Tomizuka Wei Zhan UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling. 2023 abs/2302.06605 CoRR https://doi.org/10.48550/arXiv.2302.06605 db/journals/corr/corr2302.html#abs-2302-06605

Haoyu Lu Guoxing Yang Nanyi Fei Yuqi Huo Zhiwu Lu 0001 Ping Luo 0002 Mingyu Ding VDT: An Empirical Study on Video Diffusion with Transformers. 2023 abs/2305.13311 CoRR https://doi.org/10.48550/arXiv.2305.13311 db/journals/corr/corr2305.html#abs-2305-13311

Haoyu Lu Nanyi Fei Yuqi Huo Yizhao Gao 0004 Zhiwu Lu 0001 Ji-Rong Wen COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval. 15671-15680 2022 CVPR https://doi.org/10.1109/CVPR52688.2022.01524 conf/cvpr/2022 db/conf/cvpr/cvpr2022.html#LuFHG0W22 Mingyu Ding Yuqi Huo Haoyu Lu Linjie Yang Zhe Wang 0006 Zhiwu Lu 0001 Jingdong Wang 0001 Ping Luo 0002 Learning Versatile Neural Architectures by Propagating Network Codes. 2022 ICLR https://openreview.net/forum?id=KEQl-MZ5fg7 conf/iclr/2022 db/conf/iclr/iclr2022.html#DingHLYW00L22 Haoyu Lu Mingyu Ding Nanyi Fei Yuqi Huo Zhiwu Lu 0001 LGDN: Language-Guided Denoising Network for Video-Language Modeling. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/a117a3cd54b7affad04618c77c2fb18b-Abstract-Conference.html db/conf/nips/neurips2022.html#LuDFH022

Haoyu Lu Nanyi Fei Yuqi Huo Yizhao Gao 0004 Zhiwu Lu 0001 Ji-Rong Wen COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval. 2022 abs/2204.07441 CoRR https://doi.org/10.48550/arXiv.2204.07441 db/journals/corr/corr2204.html#abs-2204-07441

Haoyu Lu Mingyu Ding Nanyi Fei Yuqi Huo Zhiwu Lu 0001 LGDN: Language-Guided Denoising Network for Video-Language Modeling. 2022 abs/2209.11388 CoRR https://doi.org/10.48550/arXiv.2209.11388 db/journals/corr/corr2209.html#abs-2209-11388

Xu Han 0007 Zhengyan Zhang Ning Ding 0002 Yuxian Gu Xiao Liu 0036 Yuqi Huo Jiezhong Qiu Yuan Yao 0013 Ao Zhang Liang Zhang Wentao Han Minlie Huang Qin Jin Yanyan Lan Yang Liu 0005 Zhiyuan Liu 0001 Zhiwu Lu 0001 Xipeng Qiu Ruihua Song Jie Tang 0001 Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu 0001 Pre-trained models: Past, present and future. 225-250 2021 2 AI Open https://doi.org/10.1016/j.aiopen.2021.08.002 https://www.wikidata.org/entity/Q116758143 db/journals/aiopen/aiopen2.html#HanZDGLHQYZZHHJ21

Hongfeng Han Guoxing Yang Yuqi Huo Zhiwu Lu 0001 Ji-Rong Wen Complex Action Segmentation in Compressed Videos. 1-6 2021 ICME https://doi.org/10.1109/ICME51207.2021.9428317 conf/icmcs/2021 db/conf/icmcs/icme2021.html#HanYH0W21 Yuqi Huo Mingyu Ding Haoyu Lu Ziyuan Huang Mingqian Tang Zhiwu Lu 0001 Tao Xiang 0002 Self-Supervised Video Representation Learning with Constrained Spatiotemporal Jigsaw. 751-757 2021 IJCAI https://doi.org/10.24963/ijcai.2021/104 conf/ijcai/2021 db/conf/ijcai/ijcai2021.html#HuoDLHTLX21 Yuqi Huo Mingyu Ding Haoyu Lu Nanyi Fei Zhiwu Lu 0001 Ji-Rong Wen Ping Luo 0002 Compressed Video Contrastive Learning. 14176-14187 2021 NeurIPS https://proceedings.neurips.cc/paper/2021/hash/7647966b7343c29048673252e490f736-Abstract.html conf/nips/2021 db/conf/nips/neurips2021.html#HuoDLFLWL21

Yuqi Huo Manli Zhang Guangzhen Liu Haoyu Lu Yizhao Gao 0004 Guoxing Yang Jingyuan Wen Heng Zhang Baogui Xu Weihao Zheng Zongzheng Xi Yueqian Yang Anwen Hu Jinming Zhao Ruichen Li Yida Zhao Liang Zhang Yuqing Song 0003 Xin Hong Wanqing Cui Dan Yang Hou Yingyan Li Junyi Li 0001 Peiyu Liu 0002 Zheng Gong 0001 Chuhao Jin Yuchong Sun Shizhe Chen Zhiwu Lu 0001 Zhicheng Dou Qin Jin Yanyan Lan Wayne Xin Zhao Ruihua Song Ji-Rong Wen WenLan: Bridging Vision and Language by Large-Scale Multi-Modal Pre-Training. 2021 abs/2103.06561 CoRR https://arxiv.org/abs/2103.06561 db/journals/corr/corr2103.html#abs-2103-06561

Mingyu Ding Yuqi Huo Haoyu Lu Linjie Yang Zhe Wang 0006 Zhiwu Lu 0001 Jingdong Wang 0001 Ping Luo 0002 Learning Versatile Neural Architectures by Propagating Network Codes. 2021 abs/2103.13253 CoRR https://arxiv.org/abs/2103.13253 db/journals/corr/corr2103.html#abs-2103-13253

Xu Han 0007 Zhengyan Zhang Ning Ding 0002 Yuxian Gu Xiao Liu 0036 Yuqi Huo Jiezhong Qiu Liang Zhang Wentao Han Minlie Huang Qin Jin Yanyan Lan Yang Liu 0005 Zhiyuan Liu 0001 Zhiwu Lu 0001 Xipeng Qiu Ruihua Song Jie Tang 0001 Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu 0001 Pre-Trained Models: Past, Present and Future. 2021 abs/2106.07139 CoRR https://arxiv.org/abs/2106.07139 db/journals/corr/corr2106.html#abs-2106-07139

Nanyi Fei Zhiwu Lu 0001 Yizhao Gao 0004 Guoxing Yang Yuqi Huo Jingyuan Wen Haoyu Lu Ruihua Song Xin Gao 0001 Tao Xiang 0002 Hao Sun 0002 Ji-Rong Wen WenLan 2.0: Make AI Imagine via a Multimodal Foundation Model. 2021 abs/2110.14378 CoRR https://arxiv.org/abs/2110.14378 db/journals/corr/corr2110.html#abs-2110-14378

Mingyu Ding Yuqi Huo Hongwei Yi Zhe Wang 0006 Jianping Shi Zhiwu Lu 0001 Ping Luo 0002 Learning Depth-Guided Convolutions for Monocular 3D Object Detection. 4306-4315 2020 CVPR Workshops https://openaccess.thecvf.com/content_CVPRW_2020/html/w60/Ding_Learning_Depth-Guided_Convolutions_for_Monocular_3D_Object_Detection_CVPRW_2020_paper.html https://doi.org/10.1109/CVPRW50498.2020.00508 conf/cvpr/2020w db/conf/cvpr/cvprw2020.html#DingHYWSLL20 Mingyu Ding Yuqi Huo Hongwei Yi Zhe Wang 0006 Jianping Shi Zhiwu Lu 0001 Ping Luo 0002 Learning Depth-Guided Convolutions for Monocular 3D Object Detection. 11669-11678 2020 CVPR https://openaccess.thecvf.com/content_CVPR_2020/html/Ding_Learning_Depth-Guided_Convolutions_for_Monocular_3D_Object_Detection_CVPR_2020_paper.html https://doi.org/10.1109/CVPR42600.2020.01169 https://www.wikidata.org/entity/Q108393181 conf/cvpr/2020 db/conf/cvpr/cvpr2020.html#DingHYWSLL20a Yuqi Huo Xiaoli Xu 0003 Yao Lu Yulei Niu Mingyu Ding Zhiwu Lu 0001 Tao Xiang 0002 Ji-Rong Wen Lightweight Action Recognition in Compressed Videos. 337-352 2020 ECCV Workshops (2) https://doi.org/10.1007/978-3-030-66096-3_24 conf/eccv/2020-w2 db/conf/eccv/eccv2020-w2.html#HuoXLNDLXW20 Yuqi Huo Jiechao Guan Jianhong Zhang Manli Zhang Ji-Rong Wen Zhiwu Lu 0001 Zero-Shot Learning with Few Seen Class Samples. 1336-1341 2019 ICME https://doi.org/10.1109/ICME.2019.00232 conf/icmcs/2019 db/conf/icmcs/icme2019.html#HuoGZZWL19 Yuqi Huo Yao Lu Yulei Niu Zhiwu Lu 0001 Ji-Rong Wen Coarse-to-Fine Grained Classification. 1033-1036 2019 SIGIR https://doi.org/10.1145/3331184.3331336 conf/sigir/2019 db/conf/sigir/sigir2019.html#HuoLNLW19

Yuqi Huo Xiaoli Xu 0003 Yao Lu Yulei Niu Zhiwu Lu 0001 Ji-Rong Wen Mobile Video Action Recognition. 2019 abs/1908.10155 CoRR http://arxiv.org/abs/1908.10155 db/journals/corr/corr1908.html#abs-1908-10155

Mingyu Ding Yuqi Huo Hongwei Yi Zhe Wang 0006 Jianping Shi Zhiwu Lu 0001 Ping Luo 0002 Learning Depth-Guided Convolutions for Monocular 3D Object Detection. 2019 abs/1912.04799 CoRR http://arxiv.org/abs/1912.04799 db/journals/corr/corr1912.html#abs-1912-04799

Qing Mi Jacky Keung Yuqi Huo Solomon Mensah Not all bug reopens are negative: A case study on eclipse bug reports. 93-97 2018 99 Inf. Softw. Technol. https://doi.org/10.1016/j.infsof.2018.03.006 https://www.wikidata.org/entity/Q113316974 db/journals/infsof/infsof99.html#MiKHM18

Mingyu Ding Yuqi Huo Jun Hu Zhiwu Lu 0001 DeepInsight: Multi-Task Multi-Scale Deep Learning for Mental Disorder Diagnosis. 115 2018 BMVC http://bmvc2018.org/contents/papers/0406.pdf conf/bmvc/2018 db/conf/bmvc/bmvc2018.html#DingHHL18 Guangzhen Liu Jun Hu An Zhao Mingyu Ding Yuqi Huo Zhiwu Lu 0001 InsightGAN: Semi-Supervised Feature Learning with Generative Adversarial Network for Drug Abuse Detection. 411-422 2018 ICONIP (3) https://doi.org/10.1007/978-3-030-04182-3_36 conf/iconip/2018-3 db/conf/iconip/iconip2018-3.html#LiuHZDHL18 Yuqi Huo Mingyu Ding An Zhao Jun Hu Ji-Rong Wen Zhiwu Lu 0001 Zero-Shot Learning with Superclasses. 460-472 2018 ICONIP (3) https://doi.org/10.1007/978-3-030-04182-3_40 conf/iconip/2018-3 db/conf/iconip/iconip2018-3.html#HuoDZHWL18 Shengjia Chang Fuzhong Chen Shizhe Chen Song Chen Weipeng Chen Wenyan Chen Xin Chen 0032 Wei Cheng Zhenglin Cheng Baojiang Cui Wanqing Cui Shunya Dang Zhongliang Deng Bowen Ding Mingyu Ding Ning Ding 0002 Guosheng Dong Xuezhen Dong Zhicheng Dou Yifan Du 0002 Yifei Duan Pengcheng Fan Nanyi Fei Shaocong Feng Xin Gao 0001 Yanbiao Gao Yizhao Gao 0004 Zheng Gong 0001 Yuxian Gu Jiechao Guan Longteng Guo Hongfeng Han Wentao Han Xu Han 0007 Jin He Xin Hong Danyang HouDan Yang Hou Anwen Hu Jun Hu Han Huang Minlie Huang Ziyuan Huang Chuhao Jin Qin Jin Jacky W. KeungJacky Keung Fei Kou Yanyan Lan Fei Li Junyi Li 0001 Ruichen Li Tianpeng Li Xu Li Yadong Li Yifan Li 0009 Yingyan Li Zheng Liang Mingan Lin Tao Lin Xionghai Lin Guangzhen Liu Han Liu Jing Liu 0001 Jun Liu Peiyu Liu 0002 Qiang Liu 0006 Xiao Liu 0036 Yang Liu 0005 Zheng Liu 0011 Zhiyuan Liu 0001 Zikang Liu 0001 Haoyu Lu Keer Lu Yao Lu Zhiwu Lu 0001 Ping Luo 0002 Wenjing Luo Zhi Ma Xin Men Solomon Mensah Qing Mi Linlin Niu Yulei Niu Da Pan 0003 Jiezhong Qiu Xipeng Qiu Qianli Shen Yanjun Shen Jianping Shi Liang Song Ruihua Song Wei Song Yuqing Song 0003 Lei Su Hao Sun 0002 Haoze Sun Linzhuang Sun Yuchong Sun Jie Tang 0001 Mingqian Tang Masayoshi Tomizuka Bingning Wang Jingdong Wang 0001 Liang Wang 0001 Mang Wang Zecheng Wang Zhe Wang 0006 Zhongyuan Wang 0006 Ji-Rong Wen Jingyuan Wen Kangxi Wu Kegeng Wu Shu Wu Xin Wu Zhiying Wu Zongzheng Xi Tao Xiang 0002 Rihui Xin Baogui Xu Jianhua Xu Mingyu Xu Xiaoli Xu 0003 Fan Yang 0087 Guoxing Yang Jinjie Yang Linjie Yang Yueqian Yang Yuan Yao 0013 Hongwei Yi Haoran Yu Kaicheng Yu Jinhui Yuan Tongtian Yue Xiangrong Zeng Wei Zhan Ao Zhang Heng Zhang Hongda Zhang Jianhong Zhang Liang Zhang Manli Zhang Shusen Zhang Tao Zhang 0194 Yan Zhang 0109 Yupeng Zhang Zhengyan Zhang An Zhao Haizhou Zhao Jinming Zhao Wayne Xin ZhaoXin Zhao 0018 Yaqi Zhao Yida Zhao Zhengyun Zhao Zijia Zhao Weihao Zheng Huozhi Zhou Kun Zhou 0002 Songchi Zhou Yuyan Zhou Zenan Zhou Jun Zhu 0001