何志敏
博士
副教授
華南理工大學(xué)
深度學(xué)習(xí),、量子機(jī)器學(xué)習(xí)及在圖像處理中的應(yīng)用
嶺南學(xué)者,,計(jì)算機(jī)視覺與智能算法實(shí)驗(yàn)室核心成員,,佛山市人工智能學(xué)會理事,,中國計(jì)算機(jī)學(xué)會量子計(jì)算專委會執(zhí) 委,。博士畢業(yè)于華南理工大學(xué)計(jì)算機(jī)科學(xué)與工程學(xué)院,。目前在人工智能頂級會議AAAI 2024(CCF A類會議)上發(fā)表 學(xué)術(shù)論文1篇,,在《Information Sciences》,,《Advanced Quantum Technologies》等國際權(quán)威刊物及國際會議上 發(fā)表論文52篇,,其中SCI論文31篇,,EI論文17篇。主持國家自然科學(xué)基金1項(xiàng),,主持廣東省自然科學(xué)基金3項(xiàng),,主持 廣東省教育廳重點(diǎn)平臺和科研項(xiàng)目2項(xiàng),主持佛山市教育局“基于機(jī)器人教學(xué)的創(chuàng)新人才培養(yǎng)行動研究”專項(xiàng)課題1 項(xiàng),。參與國家自然科學(xué)基金項(xiàng)目3項(xiàng)(其中2項(xiàng)為面上項(xiàng)目),。參與橫向項(xiàng)目9項(xiàng)。擔(dān)任《IEEE Transactions on
Neural Networks and Learning Systems》和《Neural Networks》等9個中科院二區(qū)期刊的審稿人,。
和學(xué)生間關(guān)系融洽,,關(guān)愛學(xué)生,,關(guān)注學(xué)生的成長。團(tuán)隊(duì)有著很好的學(xué)術(shù)和學(xué)習(xí)氛圍,,學(xué)生間團(tuán)結(jié)互助,,有充足的圖 形服務(wù)器、實(shí)驗(yàn)設(shè)備,,目前已有3名碩士研究生畢業(yè)后繼續(xù)攻讀博士學(xué)位,。對取得成果的學(xué)生給予一定的獎金獎勵。期待有志從事人工智能領(lǐng)域研究的同學(xué)加入,。
2023屆蘇俊?。罕槐本┼]電大學(xué)網(wǎng)絡(luò)空間安全學(xué)院錄取,攻讀博士學(xué)位,;
2022屆陳創(chuàng)濤:被澳門科技大學(xué)人工智能專業(yè)錄取,,攻讀博士學(xué)位(全額獎學(xué)金); 2020屆周恒旭:北京理工大學(xué)珠海學(xué)院,,專任教師
2010.09-2015.06華南理工大學(xué)計(jì)算機(jī)應(yīng)用技術(shù)博士(1+4碩博連讀)
2006.09-2010.06華南理工大學(xué)軟件工程學(xué)士
2016.12至今佛山科學(xué)技術(shù)學(xué)院
2015.07-2016.12華南農(nóng)業(yè)大學(xué)
[1] Zhimin He, Maijie Deng(研究生), Shenggen Zheng, Lvzhou Li, Haozhen Situ*, Training-Free
Quantum Architecture Search, 38th AAAI Conference on Artificial Intelligence (AAAI), 2024 (人工智 能頂級會議,,CCF A類會議)
[2] Zhimin He, Maijie Deng(研究生), Shenggen Zheng, Lvzhou Li; Haozhen Situ*. GSQAS: Graph Self- supervised Quantum Architecture Search, Physica A: Statistical Mechanics and its Applications. 2023, 630:129286(SCI 中科院二區(qū))
[3] Maijie Deng(研究生), Zhimin He(通訊作者), Shenggen Zheng, Yan Zhou, Fei Zhang, Haozhen Situ. A progressive predictor-based quantum architecture search with active learning, The European
Physical Journal Plus, 2023, 138(10): 905. (SCI)
[4] Zhimin He, Xuefen Zhang(研究生), Chuangtao Chen, Zhiming Huang, Yan Zhou, Haozhen Situ. A GNN-based predictor for quantum architecture search. Quantum Information Processing, 2023, 22(2):
128. (SCI)
[5] Zhuohuang Chen(研究生), Zhimin He(通訊作者), Yan Zhou, Patrick P. K. Chan, Fei Zhang & Haozhen Situ CAS-NN: A Robust Cascade Neural Network Without Compromising Clean Accuracy.
International Conference on Neural Information Processing, 2023: 494-505. (EI檢索,CCF C類會議)
[6] Jiachun Wei (本科生); Zhimin He(通訊作者) ; Chuangtao Chen; Maijie Deng; Haozhen Situ. Povm- Based Quantum Self-Attention Neural Network. International Conference on Wavelet Analysis and
Pattern Recognition, 2023: 117-122.
[7] Zhuohuang Chen(研究生); Zhimin He(通訊作者) ; Maijie Deng; Yan Zhou; Haozhen Situ.
Adversarial Label Flips Attack to Decrease the Security of SVM Against Evasion Attack. International Conference on Wavelet Analysis and Pattern Recognition, 2023: 109-116. (EI檢索)
[8] Junhao Zheng (本科生), Patrick P.K. Chan, Huiyang Chi, Zhimin He(通訊作者), A Concealed
Poisoning Attack to Reduce Deep Neural Networks’ Robustness Against Adversarial Samples, Information Sciences, 2022, 615: 758-773(SCI,IF :5.246中科院一區(qū))
[9] Zhimin He, Chuangtao Chen ( 研 究 生 ), Lvzhou Li, Shenggen Zheng, Haozhen Situ*, Quantum Architecture Search with Meta-Learning, Advanced Quantum Technologies, 2022, 202100134. (SCI,IF : 5.31)
[10] Zhimin He, Junjian Su (研 究 生 ), Chuangtao Chen, Minghua Pan, Haozhen Situ. Search space pruning for quantum architecture search. The European Physical Journal Plus, 2022, 137(4): 491. (SCI,IF : 3.911)
[11] Haozhen Situ, Zhimin He( 通 訊 作 者 ). Using simulated annealing to learn the SDC quantum protocol. The European Physical Journal Plus, 2022, 137(1):1-7. (SCI,,IF : 3.911)
[12] Zhimin He, Lvzhou Li, Shenggen Zheng, Yongyao Li, Haozhen Situ*, Variational quantum compiling with double Q-learning, New Journal of Physics, 2021, 23: 033002. (SCI,IF:3.729)
[13] Patrick P.K. Chan, Zhimin He( 通 訊 作 者 ), Xian Hu, Eric C.C. Tsang, Daniel S. Yeung, Wing W.Y. Ng, Causative label flip attack detection with data complexity measures, International Journal of Machine Learning and Cybernetics, 2021, 12:103 – 116 (SCI,IF : 3.430)
[14] Chuangtao Chen(研究生), Zhimin He(通訊作者), Zhiming Huang, Haozhen Situ. Reconstructing a quantum state with a variational autoencoder. International Journal of Quantum Information, 2021, 19(08):2140005 (SCI)
[15] Zhiming Huang, Zhimin He(通訊作者), Quantum entanglement in the background of cosmic string spacetime, Quantum Information Processing, 2020.(SCI)
[16] Haozhen Situ, Zhimin He(通訊作者), Machine learning distributions of quantum ansatz with hierarchical structure, International Journal of Modern Physics B, 2020, 2050196. (SCI)
[17] Haozhen Situ, Zhimin He, Yuyi Wang, Lvzhou Li*, Shenggen Zheng, 538:193-208 (SCI ,, IF : 5.246)
[18] Zhiming Huang, Zhimin He( 通 訊 作 者 ), Quantum Fisher information affected by fluctuating vacuum electromagnetic field with a boundary, The European Physical Journal D, 2020, 127.(SCI)
[19] Zhiming Huang, Zhimin He( 通 訊 作 者 ), Deterministic secure quantum communication under vacuum fluctuation, The European Physical Journal D, 2020.(SCI)
[20] Zhimin He, Lvzhou Li, Shenggen Zheng, Zhiming Huang, Haozhen Situ, A conditional generative model based on quantum circuit and classical optimization, International Journal of Theoretical Physics, 2019(SCI)
[21] Zhimin He, Lvzhou Li, Shenggen Zheng, Xiangfu Zou, Haozhen Situ, Quantum speedup for pool- based active learning, Quantum Information Processing, 2019, 18:345 (SCI).
[22] Zhimin He, Lvzhou Li, Zhiming Huang, Haozhen Situ, Quantum-enhanced feature selection with forward aselection and backward elimination, Quantum Information Processing, 2018, 17(7): 154-164 (SCI)
[23] Zhimin He, Zhiming Huang, Lvzhou Li, Haozhen Situ. Coherence evolution in two-dimensional quantum walk on lattices. International Journal of Quantum Information, 2018 (SCI).
[24] Zhimin He, Zhiming Huang, Haozhen Situ, Dynamics of quantum coherence in two-dimensional quantum walk on finite lattices, European Physical Journal Plus, 132(7), 299, 2017 (SCI).
[25] Zhi-Min He, Haozhen Situ, Yan Zhou, Jinhai Wang, Fei Zhang, Meikang Qiu, A Fast Security Evaluation of Support Vector Machine against Evasion Attack, IEEE International Conference on Intelligent Data and Security, Omaha, USA, 2018 (EI)
[26] Patrick P. K. Chan, Zhimin He ( 通 訊 作 者 ) , Hongjiang Li, Chien-Chang Hsu. Data sanitization against adversarial label contamination based on data complexity. International Journal of Machine Learning and Cybernetics, 2018 (SCI)
[27] Anyan Su, Zhimin He(通訊作者), Junjian Su, Yan Zhou, Yun Fan, Yuan Kong, Detection of Tax Arrears Based on Ensemble Leaering Model, IEEE International Conference on Wavelet Analysis and Pattern Recognition, 2018 (EI)
[28] Patrick P. K. Chan, Zhimin He ( 通 訊 作 者 ) , Hongjiang Li, Chien-Chang Hsu. Data sanitization against adversarial label contamination based on data complexity. International Journal of Machine Learning and Cybernetics, 2018 (SCI)
[1]2020年度國家級大學(xué)生創(chuàng)新創(chuàng)業(yè)訓(xùn)練計(jì)劃項(xiàng)目(國家級),,基于目標(biāo)檢測與人體姿態(tài)識別的智能監(jiān)考系統(tǒng),1萬 元,,羅建龍等(學(xué)生項(xiàng)目)
[2]2020年度國家級大學(xué)生創(chuàng)新創(chuàng)業(yè)訓(xùn)練計(jì)劃項(xiàng)目(國家級),,基于動作檢測與人臉識別的智能考勤系統(tǒng),1萬元,, 曾靜霞等(學(xué)生項(xiàng)目)
[3]2019廣東省大學(xué)生“攀登計(jì)劃”,,基于計(jì)算機(jī)視覺與自然語言處理的時尚圖片導(dǎo)購文字智能生成模型,徐石 林,、蘇俊健,、許玥等,項(xiàng)目經(jīng)費(fèi)2萬元(學(xué)生項(xiàng)目)
[4]2019年度大學(xué)生創(chuàng)新創(chuàng)業(yè)訓(xùn)練計(jì)劃項(xiàng)目,,省級項(xiàng)目,,智能導(dǎo)購文字生成模型,黃鈺冰,、蘇俊健等,。(學(xué)生項(xiàng) 目)
[5]2020佛山科學(xué)技術(shù)學(xué)院學(xué)術(shù)基金,圖像動態(tài)識別的垃圾分類app,,0.25萬元,,吳林鋒等(學(xué)生項(xiàng)目)
[6]指導(dǎo)本科二年級學(xué)生許玥以第一作者身份發(fā)表EI檢索論文:A Car Navigation Map Equipped With Speed Recommendation,International Conference on Machine Learning and Cybernetics,,2019(學(xué)術(shù)論文)
[7]指導(dǎo)本科三年級學(xué)生徐石林以第一作者身份發(fā)表EI檢索論文:A Shopping Guide Text Generation System
Based on Deep Neural Network,,International Conference on Wavelet Analysis and Pattern Recognition, 2019(學(xué)術(shù)論文)
[8]指導(dǎo)本科二年級學(xué)生黎旭民以第一作者身份發(fā)表EI檢索論文:An Intelligent Total Score Calculation
System for Test Paper,,International Conference on Wavelet Analysis and Pattern Recognition,,2019 (學(xué)術(shù)論文)
[9]《基于CNN+LSTM的時尚服裝智能導(dǎo)購文字生成系統(tǒng)V1.0》,2019SR0887140,鐘良生等,,2019(軟件著作權(quán))
[10]《基于改進(jìn)RRT算法的二維路徑規(guī)劃軟件V1.0》,,2019SR0887140,周恒旭,2019(軟件著作權(quán))
[11]申請發(fā)明專利《一種智能紙質(zhì)試卷總分識別方法及系統(tǒng)》,,黎旭民,冼華溢,蘇俊健,,2019(發(fā)明專利)
[13]指導(dǎo)本科二年級學(xué)生蘇安艷以第一作者身份發(fā)表EI檢索論文:Detection of Tax Arrears Based on Ensemble Leaering Model,International Conference on Wavelet Analysis and Pattern Recognition,,2018(學(xué)術(shù)論
文)
[14]2019年佛山科學(xué)技術(shù)學(xué)院學(xué)術(shù)基金(重點(diǎn)項(xiàng)目),,基于圖像識別與自然語言處理的時尚圖片智能評論模型,1 萬元,,徐石林,、蘇俊健、鐘良生等(學(xué)生項(xiàng)目)
[15]2019年“互聯(lián)網(wǎng)+”大學(xué)生創(chuàng)新創(chuàng)業(yè),,智能導(dǎo)購文字生成模型,,校級二等獎,智能導(dǎo)購文字生成模型,,蘇俊健 等(科技競賽)
[16]2019年實(shí)驗(yàn)室開放創(chuàng)新基金立項(xiàng)項(xiàng)目(重點(diǎn)項(xiàng)目),,基于卷積神經(jīng)網(wǎng)絡(luò)和循環(huán)神經(jīng)網(wǎng)絡(luò)的服裝圖片導(dǎo)購文字生成 模型,許玥,,鐘良生,,蘇俊健等,項(xiàng)目經(jīng)費(fèi)0.3萬元(學(xué)生項(xiàng)目)
[17]第九屆藍(lán)橋杯大賽軟件省賽 C/C++程序設(shè)計(jì)大學(xué)B組,,省級三等獎,,胡晉武(科技競賽)
[18]申請發(fā)明專利《基于神經(jīng)網(wǎng)絡(luò)的服裝圖片導(dǎo)購文字生成方法及裝置》,蘇俊健,、徐石林,、鐘良生等,2019(發(fā) 明專利)
[19]申請發(fā)明專利《一種基于導(dǎo)航系統(tǒng)的交通燈倒計(jì)時預(yù)測方法》,,蘇俊健,、許玥、黃麗虹,、胡晉武,、趙婉玲,, 2018(發(fā)明專利)
[20]申請發(fā)明專利《一種具有速度推薦的導(dǎo)航系統(tǒng)》,黃麗虹,、許玥 蘇俊健 胡晉武 趙婉玲,,2018(發(fā)明專 利)
[21]2017年我行我數(shù)”第二屆廣東大中專學(xué)生大數(shù)據(jù)應(yīng)用創(chuàng)新大賽省級優(yōu)秀獎,基于網(wǎng)絡(luò)招聘信息的分析與挖掘,, 胡晉等
[22]2019年佛山科學(xué)技術(shù)學(xué)院學(xué)術(shù)基金,,基于app的擺脫手機(jī)控制軟件(自由)的開發(fā)研究,0.25萬元,,葉松鑫,、 陳賽軍、楊澤銘等(學(xué)生項(xiàng)目)
[23]2018年佛山科學(xué)技術(shù)學(xué)院學(xué)術(shù)基金,,基于汽車定位信息的交通燈倒計(jì)時預(yù)測算法研究及應(yīng)用,,0.25萬元,黃麗 虹,、趙婉玲,、胡晉武等(學(xué)生項(xiàng)目)
[24]2018年佛山科學(xué)技術(shù)學(xué)院學(xué)術(shù)基金,基于php的快速搭建SPA開發(fā)架構(gòu)的框架設(shè)計(jì)與開發(fā),,0.25萬元,,葉松鑫、 馬灝輝,、何子安等(學(xué)生項(xiàng)目)
[25]2017年佛山科學(xué)技術(shù)學(xué)院學(xué)術(shù)基金,,基于生成對抗網(wǎng)絡(luò)的音樂生成,0.25萬元,,蘇安艷等(學(xué)生項(xiàng)目)
[26]2017年佛山科學(xué)技術(shù)學(xué)院實(shí)驗(yàn)室開放創(chuàng)新基金,,在線對抗模式下毒化攻擊防御措施及其在垃圾信息過濾系統(tǒng)中 的應(yīng)用,蘇俊健等(學(xué)生項(xiàng)目)
聯(lián)系方式:手機(jī)15013056993(微信同號),,E-mail: [email protected]