簡(jiǎn) 歷:
長(zhǎng)期從事計(jì)算機(jī)視覺,視頻圖像分析與處理方向的研究工作,目前的研究興趣為計(jì)算機(jī)視覺在智能農(nóng)業(yè)中的應(yīng)用。作為負(fù)責(zé)人承擔(dān)了國(guó)家重點(diǎn)研發(fā)計(jì)劃課題,國(guó)家自然科學(xué)基金面上項(xiàng)目,國(guó)家信息安全242計(jì)劃項(xiàng)目等多個(gè)國(guó)家級(jí)項(xiàng)目。在NeurIPS/CVPR/ECCV/AAAI/IJCAI/IEEE T-MM/IEEE T-CSVT等國(guó)內(nèi)外學(xué)術(shù)期刊和會(huì)議上發(fā)表論文近百篇,擁有授權(quán)發(fā)明專利10余項(xiàng),長(zhǎng)期擔(dān)任IEEE T-CSVT, IEEE T-MM等國(guó)際期刊審稿人,NeurIPS/CVPR/ECCV/IJCAI/AAAI等頂級(jí)國(guó)際會(huì)議PC Member。獲得2011年多媒體旗艦會(huì)議ICME最佳論文候選,2018年中國(guó)多媒體大會(huì)最佳論文獎(jiǎng)與杰出展示獎(jiǎng)。2014年獲北京市科學(xué)技術(shù)一等獎(jiǎng)。2022年獲得世界物聯(lián)網(wǎng)博覽會(huì)金獎(jiǎng)。研究成果批量應(yīng)用于國(guó)家網(wǎng)絡(luò)安全主管部門。
工作經(jīng)歷:
2024年10月 — 今:中國(guó)科學(xué)院計(jì)算技術(shù)研究所,研究員、博士生導(dǎo)師
2021年12月?— 2024年10月:中國(guó)科學(xué)院計(jì)算技術(shù)研究所,副研究員、博士生導(dǎo)師
2011年9月?—?2021年12月:中國(guó)科學(xué)院計(jì)算技術(shù)研究所,副研究員、碩士生導(dǎo)師
2008年7月?—?2011年9月:中國(guó)科學(xué)院計(jì)算技術(shù)研究所,助理研究員
學(xué)習(xí)經(jīng)歷:
2002年9月 —?2008年7月:中國(guó)科學(xué)院計(jì)算技術(shù)研究所,計(jì)算機(jī)應(yīng)用技術(shù),博士
1998年9月 —?2002年7月:清華大學(xué),計(jì)算機(jī)科學(xué)與技術(shù),本科
主要論著:
學(xué)術(shù)文章:
1.?Hao Zhu; Yan Zhu; Jiayu Xiao; Tianxiang Xiao; Yike Ma; Yucheng Zhang; Feng Dai*; ?Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation , Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025), ?Nashville TN, USA.?(CCF A類會(huì)議)
2.?Tianlong Tan; Bin Chen ; Hongliang Cao; Chenggang Yan; Yike Ma; Feng Dai*; DASC-SPT: Towards Self-Supervised Panoramic Semantic Segmentation, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2025), ?Tucson, Arizona, USA. (CCF B類會(huì)議)
3.?Yanping Fu; Wenbin Liao; ?Xinyuan Liu; Hang Xu; Yike Ma; ?Feng Dai*; Yucheng Zhang; TopoLogic: An Interpretable Pipeline for Lane Topology Reasoning on Driving Scenes, the Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada.?(CCF A類會(huì)議)
4.?Hao Zhu; Yan Zhu; Jiayu Xiao; Yike Ma; Yucheng Zhang; Jintao Li; Feng Dai*; MISA: MIning Saliency-Aware Semantic Prior for Box Supervised Instance Segmentation, The 33th International Joint Conference on Artificial Intelligence (IJCAI 2024), Jeju, South Korea.?(CCF A類會(huì)議)
5.?Hang Xu; Xinyuan Liu; Haonan Xu; ?Yike Ma; ?Zunjie Zhu; Chenggang Yanl; Feng Dai*; Rethinking Boundary Discontinuity Problem for Oriented Obiect Detection, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle WA, USA.?(CCF B類會(huì)議)
6.?Xinyuan Liu; Hang Xu; Bin Chen; Qiang Zhao; Yike Ma; Chenggang Yan; Feng Dai*; Sph2Pob: Boosting Object Detection on Spherical Images with Planar Oriented Boxes Methods, the 32nd International Joint Conference on Artificial intelligence (IJCAI 2023), Macao, China.?(CCF A類會(huì)議)
7.?Hang Xu; Xinyuan Liu; Qiang Zhao; Yike Ma; Chenggang Yan; Feng Dai*; Gaussian Label Distribution Learning for Spherical Object Detection, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2023), Vancouver, Canada.?(CCF A類會(huì)議)
8.?Jiaqi Zhu; Feng Dai; Lingyun Yu; Hongtao Xie; Lidong Wang; Bo Wu; Yongdong Zhang; Attention-guided transformation-invariant attack for black-box adversarial examples, International Journal of Intelligent Systems, 2022, 37(5), 3142-3165.(中科院2區(qū),WOS1區(qū))
9.?Hao Liu; Bin Chen; Bo Wang; Chunpeng Wu; Feng Dai; Peng Wu; Cycle Self-Training for Semi-Supervised Object Detection with Distribution Consistency Reweighting, ?the 30th ACM International Conference on Multimedia (ACM MM 2022), Lisbon, Portugal.?(CCF A類會(huì)議)
10.?Hang Xu;?Qiang Zhao;?Yike Ma;?Xiaodong Li;?Peng Yuan;?Bailan Feng ;Chenggang Yan;?Feng Dai*;?PANDORA: A Panoramic Detection Dataset for Object with Orientation, The 17th European Conference on Computer Vision (ECCV 2022), Tel-Aviv, Israel.?(CCF A類會(huì)議)
11.?Feng Dai; Bin Chen; Hang Xu; Yike Ma; Xiaodong Li; Bailan Feng; Peng Yuan; Chenggang Yan; Qiang Zhao*; Unbiased IoU for Spherical Image Object Detection, 36th AAAI Conference on Artificial Intelligence (AAAI 2022), Vancouver,?BC,?Canada.?(CCF A類會(huì)議)
12.?Feng Dai; Hao Liu; Yike Ma; Xi Zhang; Qiang Zhao?; Dense Scale Network for Crowd Counting, ACM International Conference on Multimedia Retrieval (ICMR 2021), Taibei, Taiwan. (CCF B類會(huì)議)
13.?Hao Liu; Qiang Zhao; Yike Ma; Feng Dai*; Bipartite Matching for Crowd Counting with Point Supervision, The 30th International Joint Conference on Artificial Intelligence (IJCAI 2021), Montreal, Canada.?(CCF A類會(huì)議)
14.?Feng Dai; Youqiang Zhang; Yike Ma; Hongliang Li; Qiang Zhao*; Dilated Convolutional Neural Networks for Panoramic Image Saliency Prediction, The 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), Barcelona, Spain.?(CCF B類會(huì)議)
15.?Qiang Zhao; Feng Dai; Jing Lv; Yike Ma; Yongdong Zhang; Panoramic Light Field From Hand-Held Video and Its Sampling for Real-Time Rendering, IEEE Transactions on Circuits and Systems for Video Technology, 2020, 30(4), 1011-1021. (中科院1區(qū),WOS1區(qū))
16.?Feng Dai, Chen Zhu, Yike Ma, Juan Cao, Qiang Zhao*, Yongdong Zhang “Freely Explore the Scene with 360 Field of View”, The 26th IEEE Conference on Virtual Reality and 3D User Interfaces (IEEE VR), 2019. (CCF A類會(huì)議)
17.?Xuehui Wang; Feng Dai*; Yike Ma; Junbo Guo; Qiang Zhao; Yongdong Zhang; Near-Infrared Image Guided Neural Networks For Color Image Denoising, The 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2019), UK, Brighton. (CCF B類會(huì)議)
18.?Guoqing Jin; Shiwei Shen; Dongming Zhang*; Feng Dai; Yongdong Zhang; APE-GAN: Adversarial Perturbation Elimination with Gan, The 44th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2019), UK, Brighton. (CCF B類會(huì)議)
19.?Qiang Zhao; Zhu Chen; Feng Dai*; Yike Ma; Guoqing Jin; Yongdong Zhang; Distortion-aware CNNs for Spherical Images, The 27th International Joint Conference on Artificial Intelligence (IJCAI 2018), Stockholm, Sweden. (CCF A類會(huì)議)
20.?Jing Lyu; Feng Dai*; Qiang Zhao; Hongliang Li; Yike Ma; Yongdong Zhang; Panoramic Light Field Video Acquisition, 2018 IEEE International Conference on Multimedia and Expo (ICME 2018), San Diego, USA. (CCF B類會(huì)議)
21.?Rihui Wu; Adrian Jarabo; Jinli Suo; Feng Dai; Yongdong Zhang; Qionghai Dai; Diego Gutierrez; Adaptive Polarization-Difference Transient Imaging for Depth Estimation in Scattering Media, Optics Letters, 2018, 43(6), 1299-1302. (中科院2區(qū),WOS1區(qū))
22.?Qiang Zhao; Feng Dai; Yike Ma; Liang Wan; Jiawan Zhang; Yongdong Zhang; Spherical Superpixel Segmentation, IEEE Transactions on Multimedia , 2018, 20(6), 1406-1417.(中科院1區(qū),WOS1區(qū))
23.?Rihui Wu; Jinli Suo; Feng Dai; Yongdong Zhang; Qionghai Dai; Scattering robust 3D reconstruction via polarized transient imaging, Optics Letters, 2016, 41(17), 3948-3951.(光學(xué)頂級(jí)期刊,中科院2區(qū))
24.?Chenggang Yan; Yongdong Zhang; Jizheng Xu; Feng Dai; Jun Zhang; Qionghai Dai; Feng Wu; Efficient Parallel Framework for HEVC Motion Estimation on Many-Core Processors, ?IEEE Transactions on Circuits and Systems for Video Technology, 2014, 24(12), 2077-2089. (中科院1區(qū),WOS1區(qū))
25.?Chenggang Yan; Yongdong Zhang; Feng Dai; Liang Li; Highly Parallel Framework for HEVC Motion Estimation on Many-core Platform, 2013 Data Compression Conference (DCC 2013), Snowbird, UT, USA. (CCF B類會(huì)議)
26.?Chenggang Yan; Yongdong Zhang; Feng Dai; Liang Li; Efficient Parallel Framework for HEVC Deblocking Filter on Many-core Platform, 2013 Data Compression Conference (DCC 2013), Snowbird, UT, USA. (CCF B類會(huì)議)
27.?Yongdong Zhang; Chenggang Yan; Feng Dai; Yike Ma; Efficient Parallel Framework for H.264/AVC Deblocking Filter on Many-core Platform, IEEE Transactions on Multimedia, 2012, 14(3), 510-524.(中科院1區(qū),WOS1區(qū))
28.?Chenggang Yan; Feng Dai; Yongdong Zhang; Yike Ma; Licheng Chen; LingjunFan; Yasong Zheng; Parallel Deblocking Filter For H.264/AVC Implemented On Tile64 Platform, 2011 IEEE International Conference on Multimedia and Expo (ICME 2011), Barcelona, Spain. (CCF B類會(huì)議,?最佳論文候選)
29.?Like Yu; Feng Dai; Yongdong Zhang; Shouxun Lin; Efficient Video Coding Optimization using a Novel Perceptual Distortion Model, 2011 Data Compression Conference (DCC 2011), Snowbird, UT, USA.?(CCF B類會(huì)議)
30.?Lingling Tong; Feng Dai; Yongdong Zhang; Jintao Li; Visual Security Evaluation for Video Encryption, the 18th International Conference on Multimedia (ACM MM 2010), Firenze, Italy. (CCF A類會(huì)議)
專利:
[1]?基于雙目光場(chǎng)相機(jī)的深度獲取方法和系統(tǒng)(授權(quán)號(hào):CN201810097816.9)
[2]?一種基于深度殘差網(wǎng)絡(luò)的壓縮感知重建方法和系統(tǒng)(授權(quán)號(hào):CN201710911893.9)
[3]?基于自動(dòng)編碼器網(wǎng)絡(luò)的壓縮感知測(cè)量矩陣優(yōu)化方法和系統(tǒng)(授權(quán)號(hào):CN201710911885.4)
[4]?基于哈達(dá)瑪矩陣的漸進(jìn)式壓縮感知重建方法和系統(tǒng)(授權(quán)號(hào):CN201710954199.5)
[5]?局部特征點(diǎn)篩選方法及系統(tǒng) (授權(quán)號(hào):CN201610701965.2)
[6]?一種恢復(fù)深度信息的圖像處理的方法(授權(quán)號(hào):201510490628.9)
[7]?一種基于觀測(cè)矩陣的壓縮感知成像及圖像重建方法(授權(quán)號(hào):201510551103.1)
[8]?一種基于動(dòng)態(tài)光散射技術(shù)的懸浮顆粒粒徑測(cè)量裝置及方法(授權(quán)號(hào): 201510483564.X)
[9]?一種光場(chǎng)圖像前后景自動(dòng)分割方法(申請(qǐng)?zhí)?201510670734.5)
[10]?面向排序測(cè)度特征的圖像匹配方法及系統(tǒng)(授權(quán)號(hào):201410646014.0)
[11]?基于排序測(cè)度特征的圖像檢索方法及系統(tǒng) (授權(quán)號(hào):201410645743.4)
[12]?一種視頻編解碼中去塊濾波方法 (授權(quán)號(hào):201110007133.8)
[13]?支持音視頻解碼自適應(yīng)的系統(tǒng)及其方法(授權(quán)號(hào):200910084861.1)
[14]?保證特定區(qū)域顯示質(zhì)量的視頻編碼的方法和裝置(授權(quán)號(hào):200910083722.7)
[15]?隱私區(qū)域置亂的視頻中誤差漂移的抑制方法與系統(tǒng)(授權(quán)號(hào):200910093974.8)
[16]?一種柱面全景視頻編碼的塊尺寸計(jì)算方法和傳輸方法(授權(quán)號(hào):200710175443.4)
科研項(xiàng)目:
[1]?新能源園藝作業(yè)機(jī)械智能感知與自主行駛(2023YFD2000303)國(guó)家重點(diǎn)研發(fā)計(jì)劃 課題負(fù)責(zé)人?310萬(wàn)2023年12月-2027年11月
[2]?全景圖像目標(biāo)檢測(cè)關(guān)鍵技術(shù)研究(62372433) 國(guó)家自然科學(xué)基金 50萬(wàn) ?課題負(fù)責(zé)人?2024年1月-2027年12月
[3]?無人化農(nóng)機(jī)作業(yè)環(huán)境識(shí)別與場(chǎng)景構(gòu)建技術(shù)研究(2022YFD2001601) 國(guó)家重點(diǎn)研發(fā)計(jì)劃 子課題負(fù)責(zé)人?100萬(wàn)2022年11月-2026年10月
[4]?智能農(nóng)機(jī)關(guān)鍵技術(shù)研發(fā)創(chuàng)制 ?中國(guó)科學(xué)院A類先導(dǎo)專項(xiàng)子課題?1300萬(wàn)?子課題負(fù)責(zé)人?2021年1月-2026年12月
[5]?山地特色智能農(nóng)機(jī)研發(fā)制造?中國(guó)科學(xué)院科技幫扶項(xiàng)目課題 45 萬(wàn) 課題負(fù)責(zé)人?2022 年1 月-2024年12月
[6]?全景視頻智能分析技術(shù)研究 中科院計(jì)算所創(chuàng)新課題 100萬(wàn) 課題負(fù)責(zé)人2020年5月-2022年4月
[7]?魚眼視覺關(guān)鍵技術(shù)研究?橫向(華為技術(shù)有限公司)?145萬(wàn)?課題負(fù)責(zé)人2020年4月-2021年4月
[8]?視聽媒體內(nèi)容審計(jì)技術(shù)研究(2018YFB0804203)國(guó)家重點(diǎn)研發(fā)計(jì)劃 424萬(wàn) 課題負(fù)責(zé)人?2018年12月-2022年12月
[9]?基于深度學(xué)習(xí)的壓縮感知成像技術(shù)研究 (61771458) 國(guó)家自然科學(xué)基金 62萬(wàn) ?課題負(fù)責(zé)人?2018年1月-2021年12月
[10]?動(dòng)態(tài)可配置的壓縮感知成像裝置研制(YZ201321) 中國(guó)科學(xué)院科研裝備研制項(xiàng)目?420萬(wàn) 課題技術(shù)負(fù)責(zé)人?2014年1月-2015年12月
[11]?動(dòng)態(tài)可配置的壓縮感知成像系統(tǒng) (61327013)國(guó)家自然科學(xué)基金科學(xué)儀器基礎(chǔ)研究專項(xiàng)?300萬(wàn) 課題技術(shù)負(fù)責(zé)人?2014年1月-2017年12月
[12]?基于GPU平臺(tái)的HEVC并行編碼算法研究(61379084) 國(guó)家自然科學(xué)基金?76萬(wàn) 課題負(fù)責(zé)人?2014年1月-2017年12月
[13]?基于隱私區(qū)域的視頻加密技術(shù)研究(61102101) 國(guó)家自然科學(xué)基金 24萬(wàn) 課題負(fù)責(zé)人?2012年1月-2014年12月
[14]?移動(dòng)互聯(lián)網(wǎng)與寬帶網(wǎng)融合總體架構(gòu)和關(guān)鍵評(píng)估方法及移動(dòng)互聯(lián)網(wǎng)與電信寬帶網(wǎng)融合技術(shù)方案及應(yīng)用示范 (2012BAH06B01) 國(guó)家科技支撐計(jì)劃?935萬(wàn) 子課題負(fù)責(zé)人(93.5萬(wàn)) 2012年1月-2014年12月
獲獎(jiǎng)及榮譽(yù):
2022年世界物聯(lián)網(wǎng)博覽會(huì)金獎(jiǎng)
2018年中國(guó)多媒體大會(huì)最佳論文獎(jiǎng)
2018年中國(guó)多媒體大會(huì)杰出展示獎(jiǎng)
2014年北京市科學(xué)技術(shù)獎(jiǎng)一等獎(jiǎng) (排名第8)
2011年ICME最佳論文候選
代鋒 研究員
研究方向:
所屬部門:前瞻研究實(shí)驗(yàn)室
導(dǎo)師類別:博導(dǎo)計(jì)算機(jī)應(yīng)用技術(shù)
聯(lián)系方式:fdai@ict.ac.cn
個(gè)人網(wǎng)頁(yè):