Mengke Song (宋梦柯)
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博士研究生在读 |
个人简介
我现于中国石油大学（华东）青岛软件学院、计算机科学与技术学院攻读博士学位，师从陈程立诏教授， 本科、硕士分别毕业于北京语言大学、青岛大学。博士阶段主攻无接触多模态情感计算研究，成果应用于军事车辆驾驶员异常心理监测、抑郁症检测、人格识别、疼痛等级识别等场景； 同时主导研发 “教学智能体驱动的人机协同智慧教学系统”，助力机器人教师具备 “洞察力” 与 “智慧”，帮助教师摆脱重复性劳动。
入选中国科协青年科技人才培育工程博士生专项计划，并获博士研究生国家奖学金、山东省研究生创新成果奖、中国石油大学（华东）第三届研究生 “工程十佳”（全校仅 10 人）、中国石油大学（华东）优秀研究生、 山东计算机学会科学技术奖二等奖等多项荣誉。以一作/通讯作者发表 SCI 论文 10 篇（含一区 TOP 8 篇，其中 CCF A 类 3 篇， CCF B 类 4 篇），申请发明专利 3 项；主持中国石油大学（华东）研究生创新基金项目 1 项， 作为核心成员参与 4 项国家级、省部级项目。现任国际期刊《Global Journal of Mobile Communication and Computing Technologies》编委，兼任 16 个国际期刊、4 个国际会议审稿人。
主要研究方向：无接触多模态情感计算（情绪、抑郁、疼痛程度、人格识别等）、多模态（RGB/RGB-D/RGB-T/音视频）显著目标检测/排序、虚拟现实、 360° 全景视频导航、图像质量/美学评估、视频异常/工业表面缺陷检测、单目深度估计等。
Mengke Song, Ph.D. candidate at the College of Software & College of Computer Science and Technology, China University of Petroleum (East China) (UPC), supervised by Prof. Chenglizhao Chen. I hold a BSc from Beijing Language and Culture University and an MSc from Qingdao University. Core research focuses on contactless multimodal emotion computing (applied to abnormal psychological monitoring of military vehicle drivers, depression/pain detection, personality recognition) and the development of a teaching agent-driven human-machine collaborative intelligent teaching system.
I have been selected for China Association for Science and Technology (CAST) Young Science and Technology Talent Cultivation Project - Doctoral Student Special Programt, and received prestigious honors including the National Scholarship for Doctoral Students, Shandong Provincial Graduate Innovation Achievement Award, and UPC “Top 10 Engineering Achievers of Postgraduate” (10 recipients university-wide). As first/corresponding author, I’ve published 10 SCI papers (8 JCR Q1 TOP, including 3 CCF A-tier and 4 CCF B-tier) and filed 3 invention patents. I lead 1 UPC graduate innovation project and contribute as a core member to 4 national/provincial projects. Currently, I serve as an Editorial Board Member of Global Journal of Mobile Communication and Computing Technologies and a reviewer for 17 international journals/conferences.
Research interests also cover multimodal (RGB/RGB-D/RGB-T/audio-visual) salient object detection/ranking, virtual reality, 360° panoramic video navigation, image quality/aesthetics assessment, video anomaly/industrial surface defect detection and monocular depth estimation.
新闻！！！
[12/2025] Selected for China Association for Science and Technology (CAST) Young Science and Technology Talent Cultivation Project - Doctoral Student Special Program (入选中国科协青年科技人才培育工程博士生专项计划) !
[11/2025] Selected for the 3rd Session of Top 10 Graduate Students in Engineering at China University of Petroleum (East China) (入选中国石油大学（华东）第三届研究生“工程十佳”) !
[10/2025] Awarded the National Scholarship for Doctoral Students (荣获博士研究生国家奖学金) !
[08/2025] One paper has been accepted by EAAI !
[06/2025] One paper has been accepted by IEEE TIP !
[05/2025] One paper has been accepted by IEEE TIM !
[04/2025] One paper has been accepted by IEEE TITS !
[02/2025] Two papers have been accepted by IEEE TCSVT !
[12/2023] One paper has been accepted by IEEE TIP !
[09/2022] Two papers have been accepted by IEEE TIP ! and IEEE TCSVT !
论文发表
Pushing the Boundaries of Salient Object Detection: A Denoising-Driven Approach
Mengke Song, Luming Li, Xu Yu, Chenglizhao Chen*
IEEE Transactions on Image Processing (IEEE TIP), 2025. [SCI Category 1, JCR Q1, CCF A, IF: 13.7]
[PDF][Link][微信公众号解读]
Unveiling Context-Related Anomalies: Knowledge Graph Empowered Decoupling of Scene and Action for Human-Related Video Anomaly Detection
Chenglizhao Chen, Xinyu Liu, Mengke Song*, Luming Li, Shaojiang Yuan, Xu Yu, Shanchen Pang
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2025, Corresponding Author. [SCI Category 1, JCR Q1, CCF B, IF: 11.1]
[PDF][Link]
UNI-IQA: A Unified Approach for Mutual Promotion of Natural and Screen Content Image Quality Assessment
Mengke Song, Chenglizhao Chen*, Wenfeng Song, Yuming Fang
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2025. [SCI Category 1, JCR Q1, CCF B, IF: 11.1]
[PDF][Link]
Adapting Generic RGB-D Salient Object Detection for Specific Traffic Scenarios
Chenglizhao Chen, Mengke Song, Shanchen Pang, Chong Peng*
IEEE Transactions on Intelligent Transportation Systems (IEEE TITS), 2025, First Student Author. [SCI Category 2, JCR Q1, CCF B, IF: 8.4]
[PDF][Link]
SharpEdge: High-Quality Data-Driven Monocular Depth Estimation for Enhanced Boundary Precision
Mengke Song, Luming Li, Xu Yu, Chenglizhao Chen*, Shanchen Pang
Engineering Applications of Artificial Intelligence (EAAI), 2025. [SCI Category 1, JCR Q1, IF: 8]
[PDF][Link]
Robust Industrial Anomaly Detection via Style Shift Estimation and Cascade Distillation
Shaojiang Yuan, Mengke Song, Jia Song, Xinyu Liu, Chenglizhao Chen*
IEEE Transactions on Instrumentation and Measurement (IEEE TIM), 2025. [SCI Category 2, JCR Q1, IF: 5.9]
[PDF][Link]
Rethinking Object Saliency Ranking: A Novel Whole-flow Processing Paradigm
Mengke Song, Linfeng Li, Dunquan Wu, Wenfeng Song, Chenglizhao Chen*
IEEE Transactions on Image Processing (IEEE TIP), 2024. [SCI Category 1, JCR Q1, CCF A, IF: 13.7]
[PDF][Link]
A Comprehensive Survey on Video Saliency Detection with Auditory Information: the Audio-visual Consistency Perceptual is the Key!
Chenglizhao Chen, Mengke Song, Wenfeng Song, Li Guo*, Muwei Jian
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), 2023, First Student Author. [SCI Category 1, JCR Q1, CCF B, IF: 11.1]
[PDF][Link]
Improving RGB-D Salient Object Detection via Modality-aware Decoder
Mengke Song, Wenfeng Song, Guowei Yang, Chenglizhao Chen*
IEEE Transactions on Image Processing (IEEE TIP), 2022. [SCI Category 1, JCR Q1, CCF A, IF: 13.7]
[PDF][Link]
Assisting RGB and depth salient object detection with nonconvolutional encoder: an improvement approach
Shuo Zhang, Mengke Song*, Luming Li
Journal of Electronic Imaging, 2024, Corresponding Author. [SCI]
[PDF]
Beyond Pixels: Text-Guided Deep Insights into Graphic Design Image Aesthetics
Guangyu Shi, Luming Li, Mengke Song*
Journal of Electronic Imaging, 2024, Corresponding Author. [SCI]
[PDF]
荣誉奖励
中国科协青年科技人才培育工程博士生专项计划，2025
中国石油大学（华东）第三届研究生“工程十佳” （全校仅10人），[Link1]，[Link2]， [Link3]，[Link4]，2025
博士研究生国家奖学金，[Link]，2025
中国石油大学（华东）优秀研究生，[Link]，2025
全国大学生数字媒体科技作品及创意竞赛（山东赛区）二等奖，[Link]，1/5，2025
山东计算机学会科学技术奖二等奖，[Link]，5/5，2025
山东省研究生创新成果奖，[Link]，1/3，2024
科研项目
刑事检验四川高校重点实验室开放课题，基于嫌疑人视点的心理状态窥探，主要参与人，2024
中国石油大学（华东）研究生教育教学改革项目，[Online Demo]，主要参与人，2/7，2022
国家自然科学基金面上项目，弱监督全景视频导航，参与，2022
专利
陈程立诏, 宋梦柯, et al. 一种视点与环境交互的递进式自蒸馏情绪状态估计方法, CN119046762A, 2025, 实质审查
陈程立诏, 王子鸣, 宋梦柯, et al. 一种以用户主观偏好为驱动的全景视频导航方法, CN119172634A, 2025, 实质审查
陈程立诏, 李潞铭, 宋梦柯, et al. 基于解耦分类与回归特征的目标跟踪方法及跟踪器, CN116664624B, 2023
社会兼职
编委:Global Journal of Mobile Communication and Computing Technologies, [Link]
系统仿真学报
IEEE Transactions on Image Processing (IEEE TIP)
IEEE Transactions on Multimedia (IEEE TMM)
ACM Transactions on Multimedia Computing Communications and Applications (ACM TOMM)
npj Heritage Science
IET Image Processing
The Visual Computer
Neural Processing Letters
The Journal of Supercomputing
Cognitive Computation
Journal of King Saud University Computer and Information Sciences
Multimedia Systems
Pattern Analysis and Applications
Artificial intelligence Review
Scientific Reports
Signal, Image and Video Processing
Discover Artificial Intelligence
AAAI
CVPR
第二十四届中国虚拟现实大会 (ChinaVR)
2025 International Conference on Extended Reality (ICXR 2025)
