主要研究領域:
(1)圖像恢復(圖像低光增強、超分辨、壓縮感知等)
(2)圖像目標檢測、分割與識別(文字檢測、異常檢測、醫學圖像分割等)
(3)視頻智慧型分析(異常檢測、骨架提取、動作識別等)
(4)智慧型無人自主系統感知與決策(雷射SLAM、VSLAM、多源融合感知等)
(5)硬體設計與邊緣智慧型
發表論文(近5年)
[1]Yuanhong Zhong*,Chenxu Zhang, Jin Li. Image Compressed Sensing Reconstruction via Deep Image Prior With Structure-Texture Decomposition, IEEE Signal Processing Letters,vol 30,pp85–89,2023.2.2.
[2]Yuanhong Zhong*,Chenxu Zhang,Fan Ren,et al. Scalable Image Compressed Sensing With Generator Networks[J], IEEE Transactions on Computational Imaging,vol.8,pp.1025 – 1037,2022.12.1, DOI: 10.1109/TCI.2022.3224281.
[3]Yuanhong Zhong*, Xia Chen, Yongting Hu et al. Bidirectional spatio-temporal feature learning with multi-scale evaluation for video anomaly detection[J], IEEE Transactions on Circuits and Systems for Video Technology, vol 32,No 18. 2022.7.13. DOI: 10.1109/TCSVT.2022.3190539
[4] Yuanhong Zhong*, Shuangshuang Hu, Guan Huang et al., WF-SLAM: A Robust VSLAM for Dynamic Scenarios via Weighted Features[J], IEEE Sensors Journal, vol. 22, no. 11, pp. 10818-10827, June, 2022.
[5] Yuanhong Zhong*, Xinyu Cheng, Tao Chen et al. PRPN: Progressive region prediction network for natural scene text detection[J] , Knowledge-Based Systems, Vol 236,2022,107767.
[6] Yuanhong Zhong*, Xia Chen, Jinyang Jiang, et al. A cascade reconstruction model with generalization ability evaluation for anomaly detection in videos[J], Pattern Recognition, 2022, 122: 108336.
[7] Zhong Yuanhong*, Chen Xia, Jiang J, et al. Reverse erasure guided spatio-temporal autoencoder with compact feature representation for video anomaly detection[J]. SCIENCE CHINA-Information Sciences, 2022, 65: 194101.doi: 10.1007/s11432-021-3444-9
[8]Zhang D , Zhu B , Zhong Yuanhong*. MBMR-Net: multi-branches multi-resolution cross-projection network for single image super-resolution[J]. Applied Intelligence, 2022.
[9]Xiaoming Liu, Yan Yang, Yuanhong Zhong*, et al. Super-Pixel Guided Low-Light Images Enhancement with Features Restoration,Sensors, vol.22 ,No.10(2022), 3667.
[10]Zhong Yuanhong*; Zhang Jing; Zhou Zhaokun; et al. Recovery of image and video based on compressive sensing via tensor approximation and Spatio-temporal correlation[J], Multimedia Tools and Applications ,2021,80(5): 7433-7450.
[11]Chen MengNi ; Zhong Yuanhong*; Feng Yi, et al .Machine learning for nanohertz gravitational wave detection and parameter estimation with pulsar timing array[J], Science China –Physics Mechanics&Astronomy, 2020,63(12).
[12]Zhong Yuanhong*; Cheng Xinyu; Zhou Zhaokun et al. Specific category region proposal network for text detection in natural scene[J], IET Image Processing,2020,14(9) :1832-1839.
[13]Zhou Zhaokun; Zhong Yuanhong*; Liu Xiaoming ,et al; DC-MMD-GAN: A New Maximum Mean Discrepancy Generative Adversarial Network Using Divide and Conquer[J], Applied Sciences-Basel,2020,10(18).
[14]Yuanhong Zhong*; Jing Zhang; Xinyu Cheng, et al. Reconstruction for block-based compressive sensing of image with reweighted double sparse constraint[J], EURASIP Journal on Image and Video Processing, 2019, 2019(63).
[15]Yuan hong Zhong*; Shun Zhang; Rongbu He et al. A Convolutional Neural Network Based Auto Features Extraction Method for Tea Classification with Electronic Tongue[J]. Applied Science-BASEL. 2019, Vol.9, No.12, 2518.
[16]Yuanhong Zhong*; Junyuan Gao; Qilun Lei; et al . A Vision-Based Counting and Recognition System for Flying Insects in Intelligent Agriculture[J], Sensors , vol.18. No.5 (2018), 1489.
[17] 仲元紅*, 周宇傑, 張靜, 張晨旭. 基於非局部先驗的深度壓縮感知圖像重構網路[J]. 電子與信息學報. 2022.6.8, doi: 10.11999/JEIT211506.
授權專利(部分)
[1]仲元紅;李琅;張靜;馬心怡;成欣雨;黃關;周昭坤; 基於重權值的雙重稀疏約束的圖像塊壓縮感知重構方法; 中國, ZL201910357504.1, 申請日:2019-04-29;授權日:2021-02-02
[2]仲元紅 ;張超 ;張明恆 ;李瑾熙 ;一種基於深度學習的低速自動駕駛小車控制方法及系統,中國, ZL201910388213.9,申請日:2019-05-10; 授權日: 2022.06.17
[3]仲元紅; 樊濤; 吳雪松; 毛薇,基於神經網路的語音與情緒的同步識別方法,授權專利號:ZL201810533830.9,申請日:2018.05.29,授權日:2020.04.17
[4]仲元紅,張釗源; 丁睿; 張順; 黃關; 張靜; 成欣雨; 周昭坤,基於視覺SLAM和網路地圖結合的機器人城市導航系統,授權專利號:ZL201810764916.2,申請日:2018.07.12,授權日:2020.01.24
[5]仲元紅;成欣雨; 邱琴; 何婷; 沈憲偉; 劉世勇; 雷綺侖; 張釗源; 張順,一種用於圓柱面二維碼貼的預畸變二維碼生成方法,授權專利號:ZL 201710344070.2,申請日:2017.05.16,授權日:2019.08.16
[6]仲元紅;張順; 歐翔; 周瑤; 雷綺侖; 張釗源; 楊萍; 李瑾,基於數學形態學的四階偏微分方程圖像去噪方法,授權專利號:ZL 201610752875.6,申請日:2016.08.29,授權公告日:2019.05.24
[7]仲元紅;陳錢; 狄夢之; 符軍; 歐翔; 李瑾,可穿戴旋翼飛行器,授權專利號:ZL 201610335584.7, 申請日:2016.05.19, 授權公告日:2018.01.09
[8]仲元紅;劉曉明; 邵毅敏; 韓術; 葛克軍; 查小東; 劉世勇; 楊萍,一種圖像分析齒輪碰撞/損傷形變過程的方法及系統, 授權專利號:ZL201310550653.2,申請日:2013.11.08,授權公告日:2015.08.05
科研項目(部分)
[1]重慶市科技局,技術創新與套用發展面上項目,No.cstc2019jscx-msxmX0167,中國小幼稚園校園公共區域異常事件感知系統研究與套用,2019-09至2021-10,在研,主持。
[2] 2021年第二批教育部協同育人項目,No. 202102333013,基於人形機器人的機器視覺課程教學改革研究與探索,2021-10至2022-10,在研,主持。
[3]國家自然科學基金委員會,青年項目,No.61501069,面向無線多媒體感測器網路的高效壓縮視頻感知,2016-01至2018-12,已結題,主持;
[4]中央高校基本科研業務費,面上項目,No. CDJZR12160015,基於CS圖像編碼的無線多媒體感測器網路研究,2012.9至2015-1;已結題,主持;
[5]中央高校基本科研業務費,校長專項,No.106112016CDJXZ168815,面向群體事件的視頻感知關鍵技術研究,2016.9至2017-1;已結題,主持;
[6]國網重慶市電力公司長壽供電分公司,橫向科研項目,高耗能工業企業負荷特性的園區能源網際網路碳排放最佳化關鍵技術研究服務,2022.5至2023-12;在研,主持;
參與標準編寫
[1]ITU-T H.845.10 "Conformance of ITU-T H.810 personal health system: Personal Health Devices interface Part 5J: Insulin pump".
[2] ISO/IEEE 11073-40101:2022 Health informatics—Device interoperability—Part 40101: Foundational— Cybersecurity—Processes for vulnerability assessment.
[3]ISO/IEEE 11073-40102:2022 Health informatics — Device interoperability — Part 40102: Foundational — Cybersecurity — Capabilities for mitigation.
[4]ISO/IEEE 11073-10404:2022 Health informatics—Personal health device communication Part 10404: Device specialization— Pulse oximeter.
[5] ISO/IEEE 11073-20601:2022 Health informatics—Personal health device communication Part 20601: Application profile—Optimized Exchange Protocol.