Feng-Qi Cui

Feng-Qi Cui

Simplicity is the ultimate sophistication.

我目前于中国科学技术大学信息科学技术学院人工智能专业博士在读，隶属于类脑智能技术及应用国家工程实验室，导师是陈雪锦教授。本科与硕士阶段先后在合肥综合性国家科学中心人工智能研究院汪萌（IEEE/IAPR Fellow）教授团队科研实习与联合培养，并由黄锦阳副教授和郭丹教授指导；2024年本科毕业于合肥工业大学微电子学专业。

我的研究聚兴趣是人机交互与类脑智能系统设计，重点围绕视觉表征学习、多模态情感理解、具身智能感知与交互，以及 AI4Science 展开。成果先后发表于 Nature Communications、PNAS Nexus、ACM MM/UbiComp/TAAS、IEEE TMM/TIFS/TDSC/TAFFC/TCE/TGRS/ICME/ICASSP 等国际会议与期刊，授权国家发明专利10项。同时我持续参与学术组织建设，先后作为情感计算与先进智能机器安徽省重点实验室 (主任：汪萌教授)、安徽省人工智能学会情感计算专委会学生工作组组长。

此外，我也关注技术的产业转化与真实场景落地，曾作为负责人获得中国国际“互联网+”大学生创新创业大赛国家级银奖（产业赛道安徽省唯一）、2026 MER 挑战赛 Physiological Signal Emotion Track 冠军、IEEE MMTC’25 技术竞赛银奖等。目前我是 XSheng Tech 的 Co-founder，团队致力于打造面向大模型时代的高性能计算与智能研发基础设施；目前已开源发布 MEGREZ 平台并服务于10余家科研机构与商业公司，欢迎体验与合作。

Education & Work

中国科学技术大学
人工智能博士
2026.09 - 至今
合肥综合性国家科学中心人工智能研究院
硕士阶段联合培养
2024.09 - 2026.06
中国科学技术大学
计算机技术硕士
2024.09 - 2026.06
合肥综合性国家科学中心人工智能研究院
Research Intern
2022.12 - 2024.06
合肥工业大学
微电子学学士
2020.06 - 2024.07

Honors & Services

  • ACM MM MER Challenge 26 Physiological Signal Emotion Track 第一名（排序 1）
  • IEEE Communications Society MMTC 2025 Technology Competition，银奖 证书图
  • 合肥工业大学“十佳大学生”（全校 10 人）
  • CCF 首届泛在智能感知技术创新应用大赛，二等奖（排序 2/5） 详情
  • 第八届中国国际“互联网+”大学生创新创业大赛，国家银奖 （排序 1/15；安徽省产业赛道唯一入围全国现场赛项目） 报道 1 报道 2
  • 审稿人：IEEE TAFFC、IEEE TMM、IEEE TCSVT、IEEE OJCS、IEEE IoTJ
  • 百度飞桨开发者技术专家（PPDE） 个人页

News

  • 2026.09: 🎉🎉 一篇关于不确定性引导的面部表情分析的论文被接收至 IEEE T-MM (CCF Rank A)！
  • 2026.08: 🎉🎉 一篇关于视觉神经形态芯片设计的合作论文被接收至 Nature Communications！
  • 2026.08: 🎉🎉 两篇篇关于泛在无线感知的合作论文被接收至 ACM UbiComp 2026 (CCF Rank A)！
  • 2026.07: 🎉🎉 一篇关于EEG-fNIRS时序情感分析的论文被接收至 ACM MM (CCF Rank A)！
  • 2026.07: 🎉🎉 团队在2026 ACM MM (CCF Rank A) Multimodal Emotional Recognition (MER) Challenge Physiological Signal Emotion Track 获得第一名！
  • 2026.07: 🎉🎉 两篇篇关于数字人驱动、情感对话生成的合作论文被接收至 ACM MM 2026 (CCF Rank A)！
  • 2026.07: 🎉🎉 一篇关于鲁棒动态表情分析的论文被接收至 IEEE T-IFS (CCF Rank A)！
  • 2026.06: 🎉🎉 一篇关于EEG情感分析的合作论文被接收至 ACM T-AAS (CCF Rank B)！
  • 2026.06: 🎉🎉 一篇关于细粒度行为分析的合作论文被接收至 IEEE SMC (CAA Rank A, CCF Rank C)！
  • 2026.05: 🎉🎉 一篇关于视觉细粒度人格评估的论文被接收至 IEEE T-AFFC (CAAI Rank A, CCF Rank B)！
  • 2026.05: 🎉🎉 一篇关于视觉情感计算的论文被接收 IEEE T-CE！
  • 2026.04: 🎉🎉 一篇关于具身AI的合作论文被接收至 IJCAI 2026 (CCF Rank B)!
  • 2026.04: 🎉🎉 一篇关于EEG听觉注意力解码的合作论文被接收至 CogSci 2026 (CCF Rank B)!
  • 2026.04: 🎉🎉 一篇关于遥感场景分类的合作论文被接收至 IEEE T-GRS (CCF Rank B)!
  • 2026.03: 🎉🎉 一篇关于低光图像超分辨率的合作论文被接收至 IEEE ICME 2026 (CCF Rank B)!
  • 2026.02: 🎉🎉 一篇关于手写身份验证的论文被接收至 IEEE T-DSC (CCF Rank A)！
  • 2026.01: 🎉🎉 一篇关于三维物体检测的合作论文被接收至 IEEE ICASSP 2026 (CCF Rank B)!
  • 2025.12: 🎉🎉 获得 IEEE Communications Society Multimedia Communications Technical Committee 2025 Technology Competition 银奖！
  • 2025.09: 🎉🎉 一篇关于抑郁症估计的合作论文被接收至 IEEE T-AFFC (CAAI Rank A, CCF Rank B)!
  • 2025.07: 🎉🎉 一篇关于动态表情识别的分布鲁棒优化论文被接收至 ACM MM 2025 (CCF Rank A)！
  • 2025.02: 🎉🎉 一篇合作论文被接收至 PNAS Nexus (媒体关注)

Selected Research Outputs

Papers

AI for Science

  • [Nat. Commun. '26] Shi Fang, Fakun Wang, Feng-Qi Cui, Jinyang Huang, Wenduo Chen, Chao Han, Hui Ma, Jianbo Yu, Zhenhan Zhang, Chongwu Wang, and Qi Jie Wang, “In-sensor multispectral perception for near- and mid-infrared discrimination,” Nature Communications, 2026.
  • [PNAS Nexus '25] Xiaoxing Lin, Rui Zhang, Feng-Qi Cui, Wenqing Hong, Shu Yang, Feng Ju, Chuanwu Xi, Xiao Sun, and Liyan Song, “Natural-selected plastics biodegradation species and enzymes in landfills,” PNAS Nexus, 2025.

Visual Representation Learning

  • [ACM MM '25] Feng-Qi Cui, Anyang Tong, Jinyang Huang, Jie Zhang, Dan Guo, Zhi Liu, and Meng Wang, “Learning from Heterogeneity: Generalizing Dynamic Facial Expression Recognition via Distributionally Robust Optimization,” ACM International Conference on Multimedia, 2025. CCF A
  • [TIFS '26] Feng-Qi Cui, Anyang Tong, Jinyang Huang, Jie Zhang, Meng Li, Xin Yan, Linsheng Huang, Dan Guo, and Meng Wang, “Toward Trustworthy Dynamic Facial Expression Recognition via Information Bottleneck Modeling,” IEEE Transactions on Information Forensics and Security, 2026.CCF A
  • [ACM MM '26] Sirui Zhao, Yubo Huang, Xinchen Yao, Zhengye Zhang, Jinyang Huang, Feng-Qi Cui, Shiwei Wu, Enhong Chen, “DynaForcing: Overcoming Dynamic Collapse in Self-Forcing Distillation for Streaming Avatar Generation,” ACM International Conference on Multimedia, 2026. CCF A
  • [ICME '26] Ji-Xuan He, Jia-Cheng Zhao, Feng-Qi Cui*(Corresponding author), Jinyang Huang*, Yang Liu, Sirui Zhao, Meng Li, and Zhi Liu, “Dual-Path Learning based on Frequency Structural Decoupling and Regional-Aware Fusion for Low-Light Image Super-Resolution,” IEEE International Conference on Multimedia and Expo, 2026. CCF B
  • [ICASSP '26] Xing Yi, Jinyang Huang, Feng-Qi Cui, Anyang Tong, Ruimin Wang, Liu Liu, and Dan Guo, “UniGeo: A Unified 3D Indoor Object Detection Framework Integrating Geometry-Aware Learning and Dynamic Channel Gating,” IEEE International Conference on Acoustics, Speech and Signal Processing, 2026. CCF B

Multimodal Affective Understanding

  • [TAFFC '26] Feng-Qi Cui, Jinyang Huang, Sirui Zhao, Kun Li, Zhi Liu, Meng Li, Ziyu Jia, Dan Guo, and Meng Wang, “PersoMoni: A Comprehensive Video-Based Benchmark Dataset for Fine-grained Personality Assessment with 15 Trait Dimensions,” IEEE Transactions on Affective Computing, 2026. CCF B
  • [ACM MM '26] Sirui Zhao, Yu Bai, Jinyang Huang, Fangyuan Liu, Feng-Qi Cui, Xinqi Chen, Guo Cheng, Tong Xu, and Enhong Chen, “MEC2-TT: Multimodal Emotion Consistency Correction and Trajectory Tracking for Empathetic Dialogue Generation,” ACM International Conference on Multimedia, 2026. CCF A
  • [ACM MM '26] Feng-Qi Cui, Jinyang Huang, Jia-Cheng Zhao, Sirui Zhao, Yi Yang, Dan Guo, Xiaokang Zhou, Zhun Zhong, Fusang Zhang, Jianwei Lu, Meng Li, and Bing-kun Bao, “SAIN: A Hierarchical Dynamics-Aware EEG-fNIRS Framework for Continuous Affect Estimation,” ACM International Conference on Multimedia, 2026. CCF A
  • [TAAS '26] Xinhui Li, Hao Chen, Minchao Wu, Qingwei Song, Fan Li, Jinyang Huang, Feng-Qi Cui, and Zhao Lv, “MS2FL: Modality-shared and Modality-specific Feature Learning for Multimodal Emotion Recognition,” ACM Transactions on Autonomous and Adaptive Systems, 2026. CCF B
  • [TCE '26] Feng-Qi Cui, Jinyang Huang, Sirui Zhao, Xinyu Li, Xin Yan, Ziyu Jia, and Xiaokang Zhou, “Robust Low-Rank Sparse Framework for Video-Based Affective Computing,” IEEE Transactions on Consumer Electronics, 2026.

Embodied Intelligent Perception and Interaction

  • [TMM '26] Feng-Qi Cui, Jie Zhang, Jinyang Huang, Anyang Tong, Ziyu Jia, Zhi Liu, Dan Guo, Meng Wang, “From Uncertainty to Certainty: A Robust Dynamic Facial Expression Recognition Framework via Dynamic Uncertainty Constraint Modeling, ” IEEE Transactions on Multimedia, 2026. CCF A
  • [TDSC '26] Jinyang Huang, Yuanhao Feng, Feng-Qi Cui (Equal contribution), Xiang Zhang, Zhi Liu, Xin Liu, Jianchun Liu, Fusang Zhang, and Meng Li, “Identifying who you are no matter what you write through abstracting handwriting style,” IEEE Transactions on Dependable and Secure Computing, 2026. CCF A
  • [UbiComp '26] Meng Wang, Jinyang Huang, Yuanhao Feng, Feng-Qi Cui, Meng Li, Xiaokang Zhou, and Fusang Zhang, “Sensing Without Borders: A Sensing-Centric Handover Scheme for Continuous WiFi Sensing,” Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2026. CCF A
  • [IJCAI '26] Changlin Chen, Sisheng Chen, Hang Zhang, Xianglai Zhou, Zhen Tian, Weitao Liu, Feng-Qi Cui, Erbao Dong, and Wenjing Chen, “PECHC: Robust Tactile Grasping Stabilization in Vision-Denied Peripersonal Space,” International Joint Conference on Artificial Intelligence, 2026. CCF B
  • [UbiComp '26] Xinyu Li, Jinyang Huang, Meng Wang, Peng Zhao, Feng-Qi Cui, Yuanhao Feng, Zheng Gong, Feiyu Han, Fusang Zhang, “Hiding Identity, Preserving Respiration: Semantic-Decoupled Privacy Protection for mmWave Radar Sensing,” Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2026. CCF A

Patents

  • [CN122432305B] 杨毅、黄锦阳、袁非、崔丰麒、蔡骐璠、王俊杰、李萌、郭丹、汪萌，基于大模型的多模态情感计算智能问询系统及方法，发明专利，授权。
  • [CN117874205B] 孙晓、张奥远、董腾腾、崔丰麒、汪萌，基于多轮对话的数字化病人对话生成方法和系统，发明专利，授权。
  • [CN117633629B] 孙晓、王坤、董腾腾、崔丰麒、汪萌，基于微博情感序列的情感异常检测方法和系统，发明专利，授权。
  • [CN120877354B] 黄锦阳、郭宇章、赵嘉铖、崔丰麒、郑天越、郭丹、汪萌，一种基于面部关键点时空特征融合的情绪检测方法，发明专利，授权。
  • [CN118888146B] 李明政、孙晓、王新科、崔丰麒、汪萌，一种基于因果表征学习的抑郁症严重程度评估方法及系统，发明专利，授权。

Talks & Media