冷聪

时间:2022-09-06

姓名

冷聪

研究领域

深度学习高效计算,图像与视频内容分析

联系方式

固定电话:

电子邮箱:lengcong@airia.cn

招生信息

招生专业:电子信息、计算机科学与技术、模式识别与智能系统

招生方向:深度学习高效计算(网络模型压缩、AutoML、大规模计算等),图像与视频内容分析(图像分类、目标检测和识别等),人工智能芯片设计(计算架构、嵌入式等)

个人简介

2018.09至今,中国科学院自动化研究所,副研究员

2016.07至2018.09,阿里巴巴达摩院,算法专家

2011.09至2016.07,中国科学院自动化研究所,博士研究生

2007.09至2011.07,中南大学,学士

目前承担课题情况

科技部科技创新2030-“新一代人工智能”重大项目子课题项目负责人;

江苏省重点研发计划(产业前瞻与关键核心技术)项目子课题项目负责人。

学术成果

[1]. Cong Leng, Jian Cheng. Consensus Hashing. Machine Learning, Vol.100 (2), pp.379-398, 2015.

[2]. Cong Leng, Jiaxiang Wu, Jian Cheng, Xiao Bai, Hanqing Lu. Online Sketching Hashing. CVPR 2015.

[3]. Cong Leng, Jiaxiang Wu, Jian Cheng, Xi Zhang, Hanqing Lu. Hashing for Distributed Data. ICML 2015.

[4]. Fanrong Li, Zitao Mo, Peisong Wang, Zejian Liu, Jiayun Zhang, Gang Li, Qinghao Hu, Xiangyu He, Cong Leng, Yang Zhang, Jian Cheng. A System-Level Solution for Low-Power Object Detection. ICCV 2019 Workshop on Low-Power Computer Vision.

[5]. Xing Lan, Qinghao Hu, Fangzhou Xiong, Cong Leng, Jian Cheng. ATF: Towards Robust Face Alignment via Leveraging Similarity and Diversity across Different Datasets. Proceedings of the 28th ACM International Conference on Multimedia. 2020: 2140-2148.

[6]. Gang Li, Peisong Wang, Zejian Liu, Cong Leng, Jian Cheng. Hardware Acceleration of CNN with One-Hot Quantization of Weights and Activations. DATE . IEEE, 2020: 971-974

[7]. Zhentao Jiang, Qiang Chen, Bo Jiang, Cong Leng, Jian Cheng. Weakly Supervised Salient Object Detection with Box Annotation. Asian Conference on Pattern Recognition. Springer, Cham, 2022: 197-211

[8]. Tianli Zhao, Qinghao Hu, Xiangyu He, Weixiang Xu, Jiaxing Wang, Cong Leng, Jian Cheng. ECBC: Efficient Convolution via Blocked Columnizing. IEEE Transactions on Neural Networks and Learning Systems (TNNLS),Vol.34, 2023: 433-445

[9]. Tianli Zhao, Jiayuan Chen, Cong Leng, Jian Cheng. TinyNeRF: Towards 100x Compression of Voxel Radiance Fields. AAAI 2023.


[1]. DEEP CONVOLUTIONAL NEURAL NETWORK ACCELERATION AND COMPRESSION METHOD BASED ON PARAMETER OUANTIFICATION,基于参数量化的深度卷积神经网络的加速与压缩方法, PCT/CN2015/087792

[2]. IMAGE MATCHING METHOD BASED ON CASCADED BINARY ENCODING,一种基于级联二值编码的图像匹配方法, PCT/CN2014/076474

[3].无人机飞行路径规划方法、装置和存储介质, ZL201811526924X

[4].一种人工智能监控设备, ZL2019113676975

[5].一种基于人工智能图像识别监测的智能LED太阳能路灯, ZL2019113676547

[6].基于步态识别的考勤机及考勤系统, ZL201911047307.6

[7].一种基于人脸识别无人机设备的智能反恐设备及系统, ZL2019113676369

[8].基于虹膜识别的照相机及识别方法, ZL2019110458907

[9].一种引入运动学约束的3D网络进行手部姿态估计的方法及系统, ZL2020105970387

获奖情况

2019,NeurIPS MicroNet挑战赛,ImageNet和CIF任务双项冠军

2020,ECCV AIM挑战赛,ISP等任务四项冠军

2021,2020年度高质量建设新南京先进个人

江苏省南京市江宁区天泉路188号

211135

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