主要成果 | 【獲獎情況】 跨相機智能視頻處理與分析關鍵技術及其產業化,上海市科學技術獎,二等獎,上海市人民政府.
【專著】 《英漢雲計算•物聯網•大數據辭典》及簡明詞典,An English-Chinese Cloud Computing IOT Big Data Dictionary,副主編,上海交通大學出版社2018,ISBN978-7-313-18433-7/G. 軟件測試中測試用例復用的研究,獨著,哈爾濱工業大學出版社,2022年8月第一版,ISBN978-7-5767-0481-1.
【標準】 國際標準《Guide for Scientific Knowledge Graph》,立項號:IEEE Standard P2807.4 IEEE電氣電子工程師學會。 國家標準《信息技術 人工智能 知識圖譜技術框架》,GB/T 20192137-T-469,已實施。
【縱向項目】 多源特征融合的主動式行車安全分析與預警平臺,上海市科委地方院校能力建設項目,項目編號:15590501300。 面向物體級的視覺SLAM動態三維場景解析與重建,國家自然科學基金項目,項目編號:61772328。 需求變更\系統演化環境下的特征化需求模型的代碼綜合方法,國家自然科學基金項目,項目編號:61603242。 基於鞅論的脈沖隨機神經網絡協同分析及自適應同步的研究,國家自然科學基金項目,項目編號:61503238。 基於SXM模型的Web軟件測試理論與方法,國家自然科學基金項目,項目編號:61262010。
【橫向項目】 基於計算機視覺與激光融合的目標檢測算法開發,上海振華重工電氣有限公司。 天長市天翔集團有限公司SmartOA項目(一期),天長市天翔集團有限公司。 外高橋集團信息化發展規劃,上海外高橋集團股份有限公司。
【論文發表】 A lightweight RGB superposition effect adjustment network for low-light image enhancement and denoising. Pei-Dong Chen, Juan Zhang*, Yong-Bin Gao, Zhi-Jun Fang, Jenq-Neng Hwang[J]. Engineering Applications of Artificial Intelligence, Vol. 127, Part A, 2024, 107234. Jiaolong Yu, Juan Zhang*, Yongbin Gao. MACFNet: multi-attention complementary fusion network for image denoising[J]. Applied Intelligence, 2023, Vol. 53(13): 16747-16761. (IF5.3中科院二區) ChenYu Zheng, Juan Zhang*, Jenq-Neng Hwang, Bo Huang. Double-Branch Dehazing Network based on Self-Calibrated Attentional Convolution[J]. Knowledge-Based Systems, 2022, 240:108148. (IF8.8中科院一區) Jiahao Zhang, Juan Zhang*, Xing Wu, Zhicai Shi, Jenq-Neng Hwang. CFMFN: Coarse-to-Fine Multi-scale Fusion Network for SingleImage Deraining[J]. Journal of Electronic Imaging, 2022, Vol. 31(4). (IF1.1中科院四區) Juan Zhang, Xiaoqi Lang, Bo Huang, Xiaoyan Jiang.VAE-CoGAN: Unpaired Image-to-Image Translation for Low-Level Vision,Signal Image and Video Processing. 2022/7/11.(IF2.3中科院四區) Wenbin Guo, Juan Zhang. Semi-Supervised Learning for Raindrop Removal on a Single Image [J]. Journal of Intelligent & Fuzzy Systems, 2022, 42:4041–4049(IF2.0中科院四區) KunYang, Juan Zhang*, Zixuan Ding. Multiple Patch-Aware Network for Faster Real-World Image Dehazing.IEEE International Conference on Acoustics, Speech, and Signal Processing(ICASSP), 2022. 郭夢琰, 張娟, 劉巧紅,蔡立誌. 基於循環生成對抗網絡的圖像去霧算法[J]. 計算機工程, 2022,(3): (048-003). YanZhang, Juan Zhang*, BoHuang, ZhijunFang. Single-image deraining via a Recurrent Memory Unit Network[J].Knowledge-Based Systems, 2021, 218: 106832. (IF8.8中科院一區) 張焱, 張娟, 方誌軍. 基於通道註意力和門控循環單元的圖像去雨算法[J]. 計算機應用研究, 2021,38(8):2505-2509. Mengyan Guo, Bo Huang, Juan Zhang*, Feng Wang, Yan Zhang, Zhijun Fang, DFBDehazeNet: an end-to-end dense feedback network[J]. Journal of Electronic Imaging, 2021,30(3). (IF1.1中科院四區) Feng Wang, Lizhi Cai, Juan Zhang*, Yan Zhang, Mengyan Guo, Zhijun Fang. Joint blind image deblurring and super-resolutionvia double-branch projection feedback network[J]. Journal of Electronic Imaging, 2021, 30(2). (IF1.1中科院四區) Qiu Xiong, Zhang Juan*, Zhu Wumingrui, Zhang Shuqi, Kong Lihong. Weight-Edge Convolution Neural Network for Point Clouds Learning[J]. Wuhan University Journal of Natural Sciences 2021, Vol.26, No.2. 楊坤,張娟,方誌軍. 基於多補丁和多尺度層級聚合網絡的快速非均勻圖像去霧[J]. 計算機科學, 2021, 48(11): 250-257. 詹雁;張娟;金昌基.聯合語義感知與域適應方法的單目深度估計[J].傳感器與微系統.2021-05-12. 張焱;張娟;方誌軍.基於通道註意力和門控循環單元的圖像去雨算法[J]. 計算機應用研究, 2021-02-01. 楊坤;張娟;方誌軍.基於多補丁和多尺度層級聚合網絡的快速非均勻圖像去霧[J]. 計算機科學,2021-11-15. 王峰;蔡立誌;張娟.基於雙分支融合的反饋迭代金字塔去模糊和超分辨率算法[J]. 計算機應用研究, 2021-11-05. Yan Zhang, Juan Zhang*, Feng Wang, Mengyan Guo, Lizhi Cai, and Qiaohong Liu.Image Deraining Using Multi-scale Aggregated Generator Network[J]. Journal of Electronic Imaging, 2020,29(6),063003. (IF1.1中科院四區) 張焱;郭夢琰;王峰.基於循環卷積神經網絡的模塊化文字識別[J].智能計算機與應用,2020-10-01. 已認領 詹雁, 張娟.一種結構感知損失的域適應深度估計方法[J]. 電子科技, 2020-01-06.已認領 李明東, 張娟, 伍世虔. 基於RANSAC變換的車牌圖像去模糊算法[J].傳感器與微系統,2020-01-21. 許明;張娟;方誌軍.自適應道路模型的非結構化道路檢測算法[J]. 傳感器與微系統, 2020-01-20. JingmingZhao, JuanZhang*, ZhiLi, Jenq-NengHwang, YongbinGao, ZhijunFang, XiaoyanJiang, BoHuang. DD-CycleGAN: Unpaired image dehazing via Double-Discriminator Cycle-Consistent Generative Adversarial Network[J]. Engineering Applications of Artificial Intelligence, 2019, 82:263-271. (IF8.2中科院二區) Yucheng Wang, Juan Zhang*, Hao Jiang, Zhijun Fang, Road detection using cycle-consistent adversarial networks[J]. Journal of Electronic Imaging, 2019,28(5), 053021. (IF1.1中科院四區) ZhiLi, JuanZhang*, ZhijunFang, BoHuang, XiaoyanJiang, YongbinGao, Jenq-NengHwang. Single Image Snow Removal via Composition Generative Adversarial Networks[J]. IEEE Access, 2019,7:25016-25025. (IF3.9中科院三區) 李智, 張娟, 方誌軍. 基於循環生成對抗網絡的道路場景語義分割[J]. 武漢大學學報:理學版, 2019(3):303-308. Renyue Dai, Yongbin Gao*, Zhijun Fang, Xiaoyan Jiang, Anjie Wang, Juan Zhang, Cengsi Zhong. Unsupervised learning of depth estimation based on attention model and global pose optimization[J]. Signal Processing: Image Communication, vol. 78, pp. 284-292, 2019. (SCI, IF3.256) Xiaoyan Jiang, Zhijun Fang, Neal N. Xiong, Yongbin Gao, Bo Huang, Juan Zhang, Lei Yu, Patrick Harrington. Data Fusion-based Multi-object Tracking for Unconstrained Visual Sensor Networks. 2018. IEEE ACCESS(4): p. 3233-3246.000429142100001 Mindong Li, Juan Zhang*, Zhijun Fang. License Plate Character Recognition Method Based on Combination Feature and BP Network.2017 International Conference on Smart and Sustainable City. (EI:20182105221079) Xiang Wang, Juan Zhang*, Zhijun Fang. Unstructured road detection based on contour selection. 2017 International Conference on Smart and Sustainable City. (EI:20182105221080) Ming Xu, Juan Zhang*, Zhijun Fang. Research on Unstructured Road Detection Algorithm Based on an Improved Morphological Operations. 2017 International Conference on Smart and Sustainable City. (EI:20182105221078) Xiangyang Wang, YusuJin, Zhi Liu, Yadong Zhao,Xiaoqiang Zhu, and Juan Zhang. Multi-scale Deep Residual Networksfor Fine-Grained Image Classificationfor Fine-Grained Image Classification, International Forum of Digital TV and Wireless Multimedia Communication. Springer, Singapore, 2016: 205-217. Po-Han Wu, Chih-Wei Huang, Jenq-Neng Hwang, Jae-Young Pyun, Juan Zhang. Visual Quality Driven Resource Allocation for Real-Time Surveillance Video Uplinking over OFDMA-based Wireless Networks. IEEE Transaction on Vehicular Technology, 2015.64(7): p. 3233 - 3246.WOS:000358239500036(IF6.8中科院二區) Zhijun Fang, Juan Zhang, Wanggen Wan, Yuming Fang. An Effective Video Saliency Detection Model Based on Human Visual Acuity and Spatiotemporal Cues in Cloud Systems. Journal of Internet Technology, 2014. Vol. 15 No. 5: 835-840. (EI:20144700235449, WOS:000342605500014) (IF1.005) Juan Zhang, LizhiCai, Weiqin Tong, Wenbin Huang, Jenq-Neng Hwang. Reusing Test Case Model Based on Function Point. Journal of DongHua University, 2014. vol. 31, No. 4:441-446.(EI: 20150200409208) 張娟, 張習民, 萬旺根, 方誌軍.利用顯著性點雲模型的質量客觀評價.應用科學學報, 2014. 32(05): 441-446. Juan Zhang, Wanggen Wan, Wenbin Huang, Jenq-Neng Hwang. A Subjective Quality Evaluation For 3D Point Cloud Models. 2014 International Conference on Audio, Language and Image Processing, Shanghai China, 2014, July.(EI: 20150700517967) Jing Wang, Juan Zhang, Qingtong Xu. Research on 3D Laser Scanning Technology Basedon Point Cloud Data Acquisition.2014 International Conference on Audio, Language and Image Processing, Shanghai China, 2014, July.(EI:20150700517521) Xiaoqiang Zhu, Junli Chen, Juan Zhang, Wanggen Wan.A two-phase approximation of cylindrical branching models. 2014 International Conference on Audio, Language and Image Processing, Shanghai China, 2014, July. (EI:20150700517971) 張習民, 余小清, 萬旺根, 張娟.壓縮感知點雲數據壓縮, 應用科學學報, 2014. 32(05): 458-462. 張娟, 童維勤, 蔡立誌.基於復用簇的測試用例庫度量模型.小型微型計算機系統, 2013. 34(005): 1035-1041. 張娟, 童維勤, 蔡立誌.基於Z規約的可復用測試用例庫形式化描述.計算機工程, 2012. 38(16):44-48. Juan Zhang, Tong Weiqing, CaiLizhi. An Evaluation Model in Software Testing Based on AHP. 11th IEEE/ACIS International Conference on Computer and Information Science, 2012, p 601-604. ( EI:20123015276265) LizhiCai, Juan Zhang, Zhenyu Liu. A CPN-based Software Testing Approach, Journal of Software, vol.6, No.3, p 468-474, 2011. ( EI:20111313877743) ShaojieGuo, Weiqin Tong, Juan Zhang, Zongheng Liu. An Application of Ontology to Test Case Reuse, 2011 International Conference on Mechatronic Science, Electric Engineering and Computer, 2011, p 775-778. ( EI: 20114114423455) 袁松, 楊根興, 張娟.基於層次分析法的測試用例可復用性度量研究.計算機應用與軟件, 2011. 28(9): p. 60-63. 劉小齊, 楊根興, 蔡立誌, 張娟. 基於復用行為的測試用例本體描述和檢索. 計算機應用與軟件, 2011. 28(10): p. 65-68. Juan Zhang, LizhiCai, WeiqingTong, SongYuan, YingLi. Test Case Reusability Metrics Model. 2010 International Conference on Computer Technology and Development, 2010, p 294-298.( EI:20105213534907) LizhiCai, Juan Zhang, Zhenyu Liu. Generating Test Cases Using Colored Petri Net. The 2nd International Symposium on Information Engineering and Electronic Commerce, p 114-118, 2010. ( EI: 20103613209985) Juan Zhang, LizhiCai, Weiqin Tong, Zhenyu Liu, Ying Li. A Dynamic Metric Method for Test Case Reuse Based on Bayesian Network. 2009 International Conference on Computational Intelligence and Software Engineering, p. 1-5.(EI:20101212799435) LizhiCai, Zhenyu Liu, Juan Zhang, Weiqin Tong, Genxing Yang. Evaluating Software Maintainability Using Fuzzy Entropy Theory. The 9th IEEE/ACIS International Conference on Computer and Information Science(ICIS 2010), p 737-742. ( EI:20104813422256) LizhiCai, Weiqin Tong, Zhenyu Liu, Juan Zhang. Test Case Reuse Based on Ontology. The 15th IEEE Pacific Rim International Symposium on Dependable Computing(2009 PRDC), p 103-108.
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