姓名:熊盛武?
学位:工学博士(专业:计算机软件与理论)?
职称:教授?
E-mail:xiongsw@whut.edu.cn
QQ:963002582
??研究方向
1.?机器学习,深度学习
2.?人工智能科学计算,生物信息学
3.?智能汽车,自动驾驶
??主要科研项目
1.?国家重点研发计划:品种分子设计育种平台;藏文文献数字化无损采集装置与数据处理;面向基础教育的类人智能知识理解与推理关键技术;面向泛在场景的通用视觉对话模型与应用验证
2.?国家自然科学基金:混合交通流优化;出行行为理解;知识图谱构建;无人机图像与遥感检索
3.?工业与信息化部:车联网关键技术创新和应用平台
4.?湖北省重点重大项目:智能网联汽车;无人驾驶;作物表型神农科学大装置;物联网多模态数据智能通算技术
5.?企业合作:人工智能科学计算;异构算子+模型优化(NLP+CV+ASR);智能网联汽车器件与算法开发;智慧农业;智能交通;大语言模型;毕昇编译器异构场景下的计算表达和极致性能调优;大数据育种智能计算平台
??发表的最新论文
l?AI模型和算法
1.?ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning,AAAI?2023(CCF A?会议)
2.?Greatness in Simplicity: Unified Self-Cycle Consistency for Parser-Free Virtual Try-On, NeurIPS 2023(CCF A会议)
3.?SSAT ++ : A Semantic-Aware and Versatile Makeup Transfer Network With Local Color Consistency Constraint,IEEE Transactions on Neural Networks and Learning Systems,2023
4.?3D Facial Priors Guided Local-Global Motion Collaboration Transforms for One-shot Talking-Head Video Synthesis,IEEE Transactions on Consumer Electronics,2023
5.?Learning Deep Asymmetric Tolerant Part Representation,IEEE Transactions on Artificial Intelligence,?2023
l?智能汽车与驾驶
1.?DLFusion: Painting-Depth Augmenting-LiDAR for Multimodal Fusion 3D Object Detection. ACM Multimedia 2023(CCF A会议)
2.?An Efficient Message Dissemination Scheme for Cooperative Drivings via Cooperative Hierarchical Attention Reinforcement Learning,IEEE Transactions on Mobile Computing,2023
3.?Multi-Agent Attention Double Actor-Critic Framework for Intelligent Traffic Light Control in Urban Scenarios With Hybrid Traffic,IEEE Transactions on Mobile Computing,?2023
4.?Residual Deformable Convolution for better image de-weathering,Pattern Recognition,2023
5.?Federated clustering for recognizing driving styles from private trajectories,Engineering Applications of Artificial Intelligence,2023
l?智能语音处理
1.?Multi-Fisher and Triple-Domain Feature Enhancement-Based Short Utterance Speaker Verification for IoT Smart Service,IEEE Internet of Things Journal,2023
2.?BSML: Bidirectional Sampling Aggregation-based Metric Learning for Low-resource Uyghur Few-shot Speaker Verification.?ACM Transactions?on Asian Low Resource Language Information Processing,2023
3.?Joint filter combination-based central difference feature extraction and attention-enhanced Dense-Res2Block network for short-utterance speaker recognition,Expert Systems with Applications,2023
4.?Short-Duration Speaker Verification by Joint Filter Superposition-Based Multi-Dimensional Central Difference Feature Extraction and Res2Block-Based Bidirectional Sampling,IEEE Transactions on Consumer Electronics,2023
5.?Aggregating discriminative embedding by triple-domain feature joint learning with bidirectional sampling for speaker verification,Biomedical Signal Processing and Control,2023
l?多模态遥感
1.?Multi-scale Salient Alignment Learning for Remote Sensing Image-Text Retrieval, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
2.?Fine Aligned Discriminative Hashing for Remote Sensing Image-Audio Retrieval,IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
3.?Self-Supervision Interactive Alignment for Remote Sensing Image–Audio Retrieval,IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
4.?MATNet: A Combining Multi-Attention and Transformer Network for Hyper-spectral Image Classification,IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
5.?A Joint Saliency Temporal-Spatial-Spectral Information Network for Hyper-spectral Image Change Detection, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
l?生物信息学,智慧农业
1.?Incorporating higher order network structures to improve miRNA-disease association prediction based on functional modularity,BRIEFINGS IN BIOINFORMATICS,2023
2.?Field detection of small pests through stochastic gradient descent with genetic algorithm,Computers and Electronics in Agriculture,2023
3.?SANet: A Self-Attention Network for Agricultural Hyper-spectral Image Classification, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
4.?Global-Group Attention Network with Focal Attention Loss for Aerial Scene Classification , IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
5.?Deep Saliency Smoothing Hashing for Drone Image Retrieval, IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2023
??教学和科研工作简介
主要从事人工智能教学和研究工作,湖北省人工智能产业链专家咨询组专家,武汉市人工智能创新发展专家咨询委员会专家,首批昇腾领军人物(MVP,2022年)。海南省首批双百团队“物流区块链与车联网关键技术”负责人,教育部“深度学习课程虚拟教研室”负责人。
承担主持863、国家重点研发计划、国家自然科学基金和湖北省重大创新计划等20余项目研究,获省部级以上教学和科研成果奖励一等奖4项,二等奖5项。出版专著3部,获国家科学技术学术著作出版基金资助,获得国家发明专利授权50余项。在权威期刊TIP,TKDE, TMC,TITS,IoTJ,TGRS,TNNLS,TALLIP,TCBB,BRIEFINGS IN BIOINFORMATICS等和会议AAAI,ICCV,ACM MM,NeurIPS, DAC,?COLING,BIBM,ICRA,ICASSP,INTERSPEECH等发表学术论文100余篇。?
海南省“优秀研究生导师”和“优秀研究生导师团队”负责人,旧黄金城667722首批“卓越研究生教育优秀指导教师”。指导研究生多次获科技创新竞赛奖励,5次获湖北省优秀博士学位论文、硕士学位论文。指导毕业博士研究生20余名,硕士研究生100余名,合作博士后7名,国内访问学者7名。
招收人工智能方向合作博士后、学术博士、工程博士和学术硕士、专业硕士。