赫然，研究员，IAPR Fellow。主要研究方向是模式识别、生成式人工智能和计算机视觉，并应用到异质图像合成与识别、深度伪造与鉴别。获国家优秀青年科学基金、重庆杰出青年科学基金、国家自然联合重点基金、国家重点研发课题和中科院青年促进会优秀会员等项目支持。出版学术专著2部，在权威国际期刊IEEE TPAMI和IJCV上发表论文23篇，第一作者谷歌学术引用过百论文11篇。获IEEE信号处理协会最佳青年论文奖、ICPR最佳科学论文奖、ICB最佳论文提名奖和重庆青年优秀科技论文一等奖，以及极悦注册优秀导师(2023/2024)、李佩优秀讲师奖、朱李月华优秀教师奖、极悦注册大学领雁奖等；指导学生获得IEEE生物特征理事会优秀博士论文、重庆市优秀博士论文、极悦注册优秀博士论文等。担任IEEE TIP/TIFS/TCSVT/TBIOM、Pattern Recognition和自动化学报等多个国内外期刊编委，NeurIPS/ICML/ICLR/CVPR/ECCV等会议领域主席，ACPR/PRCV/CCBR等会议程序主席。

模式识别,计算机视觉,机器学习, 深度学习

(1) 生物特征生成与安全理论和方法研究, 主持, 国家级, 2022-01--2025-12
(2) 异质人脸图像迁移技术合作项目, 主持, 院级, 2019-01--2019-12
(3) 基于对抗学习的视觉计算理论与方法研究, 主持, 省级, 2018-11--2021-12
(4) 对抗式图像模式分析理论与方法, 主持, 市地级, 2018-01--2020-12
(5) 多视角人脸图像合成技术合作项目, 主持, 院级, 2017-12--2018-11
(6) 基于深度学习的人脸超分辨率技术合作项目, 主持, 院级, 2017-11--2018-10
(7) 对抗生成网络及在视觉中的应用, 主持, 省级, 2017-08--2018-10
(8) 视觉大数据透彻感知特征学习方法, 主持, 国家级, 2016-07--2020-06
(9) 图像分析与模式识别, 主持, 国家级, 2017-01--2019-12
(10) 基于结构约束的多模态学习理论和方法, 主持, 国家级, 2015-01--2018-12
(11) 基于非凸共轭函数的鲁棒学习理论和方法研究, 主持, 国家级, 2012-01--2014-12
(12) 鲁棒非负稀疏表示方法及应用研究, 主持, 国家级, 2010-01--2012-12

[1] Cao, Jie, Luo, Mandi, Yu, Junchi, Yang, MingHsuan, He, Ran. ScoreMix: A Scalable Augmentation Strategy for Training GANs With Limited Data. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2023, 45(7): 8920-8935, http://dx.doi.org/10.1109/TPAMI.2022.3231649.
[2] Fu, Chaoyou, Zhou, Xiaoqiang, He, Weizan, He, Ran. Towards Lightweight Pixel-Wise Hallucination for Heterogeneous Face Recognition. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2023, 45(7): 9135-9148, http://dx.doi.org/10.1109/TPAMI.2022.3227180.
[3] Wei, Jianze, Wang, Yunlong, Huang, Huaibo, He, Ran, Sun, Zhenan, Gao, Xingyu. Contextual Measures for Iris Recognition. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2023, 18: 57-70, http://dx.doi.org/10.1109/TIFS.2022.3221897.
[4] Yang, Ziming, Liang, Jian, Xu, Yuting, 张晓宇, He, Ran. Masked relation learning for deepfake detection. IEEE Transactions on Information Forensics and Security (TIFS)[J]. 2023, 18: 1696-1708, http://dx.doi.org/10.1109/TIFS.2023.3249566.
[5] Duan, Junxian, Wu, Xiang, Hu, Yibo, Fu, Chaoyou, Wang, Zi, He, Ran. Iterative emb e dding distillation for open world vehicle recognition. PATTERN RECOGNITION[J]. 2023, 135: http://dx.doi.org/10.1016/j.patcog.2022.109140.
[6] Song, Linsen, Wu, Wayne, Fu, Chaoyou, Loy, Chen Change, He, Ran. Audio-Driven Dubbing for User Generated Contents via Style-Aware Semi-Parametric Synthesis. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2023, 33(3): 1247-1261, http://dx.doi.org/10.1109/TCSVT.2022.3210002.
[7] Huang, Huaibo, Luo, Mandi, He, Ran. Memory Uncertainty Learning for Real-World Single Image Deraining. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2023, 45(3): 3446-3460, http://dx.doi.org/10.1109/TPAMI.2022.3180560.
[8] Huaibo Huang, Xiaoqiang Zhou, Ran He. Orthogonal Transformer: An Efficient Vision Transformer Backbone with Token Orthogonalization. NeurIPSnull. 2022, [9] Yu, Junchi, Xu, Tingyang, Rong, Yu, Huang, Junzhou, He, Ran. Structure-aware conditional variational auto-encoder for constrained molecule optimization. PATTERN RECOGNITION[J]. 2022, 126: http://dx.doi.org/10.1016/j.patcog.2022.108581.
[10] Guan, Jiyang, Tu, Zhuozhuo, Ran He, Tao, Dacheng. Few-shot Backdoor Defense Using Shapley Estimation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR)null. 2022, http://arxiv.org/abs/2112.14889.
[11] Fu, Chaoyou, Wu, Xiang, Hu, Yibo, Huang, Huaibo, He, Ran. DVG-Face: Dual Variational Generation for Heterogeneous Face Recognition. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2022, 44(6): 2938-2952, http://dx.doi.org/10.1109/TPAMI.2021.3052549.
[12] Guan, Jiyang, Liang, Jian, Ran He. Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks. NeurIPSnull. 2022, [13] Song, Linsen, Wu, Wayne, Qian, Chen, He, Ran, Loy, Chen Change. Everybody's Talkin': Let Me Talk as You Want. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2022, 17(1): 585-598, http://dx.doi.org/10.1109/TIFS.2022.3146783.
[14] Yu, Junchi, Cao, Jie, Ran He. Improving Subgraph Recognition with Variational Graph Information Bottleneck. IEEE Conference on Computer Vision and Pattern Recognition (CVPR)null. 2022, [15] Liang, Jian, Hu, Dapeng, Feng, Jiashi, Ran He. DINE: Domain Adaptation from Single and Multiple Black-box Predictors. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)null. 2022, https://openaccess.thecvf.com/content/CVPR2022/html/Liang_DINE_Domain_Adaptation_From_Single_and_Multiple_Black-Box_Predictors_CVPR_2022_paper.html.
[16] Luo, Mandi, Wu, Haoxue, Huang, Huaibo, He, Weizan, He, Ran. Memory-Modulated Transformer Network for Heterogeneous Face Recognition. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2022, 17: 2095-2109, http://dx.doi.org/10.1109/TIFS.2022.3177960.
[17] Luo, Mandi, Wu, Haoxue, Huang, Huaibo, He, Weizan, He, Ran. Memory-Modulated Transformer Network for Heterogeneous Face Recognition. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2022, 17: 2095-2109, [18] Ma, Xin, Zhou, Xiaoqiang, Huang, Huaibo, Chai, Zhenhua, Wei, Xiaolin, He, Ran, IEEE COMP SOC. Free-Form Image Inpainting via Contrastive Attention Network. 2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR)null. 2021, 9242-9249, [19] Gege Gao, Huaibo Huang, Chaoyou Fu, Ran He. Information Bottleneck Disentanglement for Identity Swapping. CVPRnull. 2021, [20] Cao, Jie, Hou, Luanxuan, Yang, MingHsuan, He, Ran, Sun, Zhenan. ReMix: Towards Image-to-Image Translation with Limited Data. 2021, http://arxiv.org/abs/2103.16835.
[21] Fu, Chaoyou, Hu, Yibo, Wu, Xiang, Wang, Guoli, Zhang, Qian, He, Ran. High Fidelity Face Manipulation with Extreme Poses and Expressions. 2021, http://arxiv.org/abs/1903.12003.
[22] Fu, Chaoyou, Wu, Xiang, Hu, Yibo, Huang, Huaibo, He, Ran. DVG-Face: Dual Variational Generation for Heterogeneous Face Recognition. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2021, 44(6): 2938-2952, [23] Wang, Wei, Wang, Hao, Ran, ZhiYong, He, Ran. Learning Robust Feature Transformation for Domain Adaptation. PATTERNRECOGNITION[J]. 2021, 114: http://dx.doi.org/10.1016/j.patcog.2021.107870.
[24] Huang, Huaibo, Yu, Aijing, Chai, Zhenhua, He, Ran, Tan, Tieniu. Selective Wavelet Attention Learning for Single Image Deraining. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 129(4): 1282-1300, http://dx.doi.org/10.1007/s11263-020-01421-z.
[25] Song, Linsen, Wu, Wayne, Fu, Chaoyou, Qian, Chen, Loy, Chen Change, He, Ran. Everything's Talkin': Pareidolia Face Reenactment. 2021, http://arxiv.org/abs/2104.03061.
[26] He, Ran, Li, Yi, Wu, Xiang, Song, Lingxiao, Chai, Zhenhua, Wei, Xiaolin. Coupled adversarial learning for semi-supervised heterogeneous face recognition. PATTERN RECOGNITION[J]. 2021, 110: http://dx.doi.org/10.1016/j.patcog.2020.107618.
[27] He Ran. FaceInpainter: High Fidelity Face Adaptation to Heterogeneous Domains. CVPR. 2021, [28] Luo, Mandi, Cao, Jie, Ma, Xin, Zhang, Xiaoyu, He, Ran. FA-GAN: face augmentation GAN for deformation-invariant face recognition. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY (TIFS)[J]. 2021, 16: 2341-2355, http://dx.doi.org/10.1109/TIFS.2021.3053460.
[29] Huaibo Huang, 于艾靖, Ran He. Memory Oriented Transfer Learning for Semi-Supervised Image Deraining. CVPRnull. 2021, [30] Song, Linsen, Wu, Wayne, Fu, Chaoyou, Qian, Chen, Loy, Chen Change, He, Ran. Pareidolia Face Reenactment. 2021, [31] Zhou, Xiaoqiang, Li, Junjie, Wang, Zilei, He, Ran, Tan, Tieniu, IEEE COMP SOC. Image Inpainting with Contrastive Relation Network. 2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR)null. 2021, 4420-4427, [32] Fu, Chaoyou, Hu, Yibo, Wu, Xiang, Shi, Hailin, Mei, Tao, He, Ran. CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification. 2021, http://arxiv.org/abs/2101.08467.
[33] Yu, Aijing, Wu, Haoxue, Huang, Huaibo, Lei, Zhen, He, Ran. LAMP-HQ: A Large-Scale Multi-pose High-Quality Database and Benchmark for NIR-VIS Face Recognition. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 129(5): 1467-1483, http://dx.doi.org/10.1007/s11263-021-01432-4.
[34] Fu, Chaoyou, Hu, Yibo, Wu, Xiang, Wang, Guoli, Zhang, Qian, He, Ran. High-Fidelity Face Manipulation With Extreme Poses and Expressions. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2021, 16: 2218-2231, http://dx.doi.org/10.1109/TIFS.2021.3050065.
[35] Hao Zhu, ManDi Luo, Rui Wang, AiHua Zheng, Ran He. Deep Audio-visual Learning:A Survey. 国际自动化与计算杂志:英文版[J]. 2021, 18(3): 351-376, http://lib.cqvip.com/Qikan/Article/Detail?id=7104772584.
[36] Li, Zhihang, Xi, Teng, Zhang, Gang, Liu, Jingtuo, He, Ran. AutoDet: Pyramid Network Architecture Search for Object Detection. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 129(4): 1087-1105, http://dx.doi.org/10.1007/s11263-020-01415-x.
[37] Hou, Luanxuan, Cao, Jie, Zhao, Yuan, Shen, Haifeng, Tang, Jian, He, Ran. $P^2$ Net: Augmented Parallel-Pyramid Net for Attention Guided Pose Estimation. 2020, http://arxiv.org/abs/2010.14076.
[38] Yu, Junchi, Xu, Tingyang, Rong, Yu, Bian, Yatao, Huang, Junzhou, He, Ran. Graph Information Bottleneck for Subgraph Recognition. 2020, http://arxiv.org/abs/2010.05563.
[39] Li, Yi, Huang, Huaibo, Cao, Jie, He, Ran, Tan, Tieniu. Disentangled Representation Learning of Makeup Portraits in the Wild. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(8-9): 2166-2184, http://dx.doi.org/10.1007/s11263-019-01267-0.
[40] Cao, Jie, Huang, Huaibo, Li, Yi, He, Ran, Sun, Zhenan. Informative Sample Mining Network for Multi-Domain Image-to-Image Translation. 2020, http://arxiv.org/abs/2001.01173.
[41] Peipei Li, Huaibo Huang, Hu, Yibo, Xiang Wu, Ran He. Hierarchical Face Aging through Disentangled Latent Characteristics. European Conference on Computer Vision (ECCV)[J]. 2020, [42] Zhu, Hao, Li, Yi, Zhu, Feixia, Zheng, Aihua, He, Ran. Lets Play Music: Audio-driven Performance Video Generation. 2020, http://arxiv.org/abs/2011.02631.
[43] He Ran. Talking Face Generation via Learning Semantic and Temporal Synchronous Landmarks. International Conference on Pattern Recognition. 2020, [44] Zhu, Hao, Huang, Huaibo, Li, Yi, Zheng, Aihua, He, Ran. Arbitrary Talking Face Generation via Attentional Audio-Visual Coherence Learning. 2020, http://arxiv.org/abs/1812.06589.
[45] Li, Zhihang, Hu, Yibo, He, Ran, Sun, Zhenan. Learning disentangling and fusing networks for face completion under structured occlusions. PATTERN RECOGNITION[J]. 2020, 99(1): http://dx.doi.org/10.1016/j.patcog.2019.107073.
[46] Zheng, Xin, Huang, Huaibo, Guo, Yanqing, Wang, Bo, He, Ran. BLAN: Bi-directional ladder attentive network for facial attribute prediction. PATTERN RECOGNITION[J]. 2020, 100: http://dx.doi.org/10.1016/j.patcog.2019.107155.
[47] Li, Zhihang, Tang, Xu, Wu, Xiang, Liu, Jingtuo, He, Ran. Progressively Refined Face Detection Through Semantics-Enriched Representation Learning. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2020, 15(1): 1394-1406, http://dx.doi.org/10.1109/TIFS.2019.2941800.
[48] Wu, Xiang, He, Ran, Hu, Yibo, Sun, Zhenan. Learning an Evolutionary Embedding via Massive Knowledge Distillation. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(8-9): 2089-2106, http://dx.doi.org/10.1007/s11263-019-01286-x.
[49] Cao, Jie, Hu, Yibo, Zhang, Hongwen, He, Ran, Sun, Zhenan. Towards High Fidelity Face Frontalization in the Wild. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(5): 1485-1504, http://dx.doi.org/10.1007/s11263-019-01229-6.
[50] Li, Qiaozhe, Zhao, Xin, He, Ran, Huang, Kaiqi. Recurrent Prediction With Spatio-Temporal Attention for Crowd Attribute Recognition. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2020, 2167-2177, [51] Duan, Boyan, Fu, Chaoyou, Li, Yi, Song, Xingguang, He, Ran. Cross-Spectral Face Hallucination via Disentangling Independent Factors. 2020, http://arxiv.org/abs/1909.04365.
[52] Li, Peipei, Hu, Yibo, Wu, Xiang, He, Ran, Sun, Zhenan. Deep label refinement for age estimation. PATTERN RECOGNITION[J]. 2020, 100: http://dx.doi.org/10.1016/j.patcog.2019.107178.
[53] Ma, Xin, Zhou, Xiaoqiang, Huang, Huaibo, Chai, Zhenhua, Wei, Xiaolin, He, Ran. Free-Form Image Inpainting via Contrastive Attention Network. 2020, http://arxiv.org/abs/2010.15643.
[54] He Ran. GP-NAS: Gaussian Process based Neural Architecture Search. In Proc. IEEE Computer Vision and Pattern Recognition (CVPR). 2020, [55] Li, Qi, Sun, Zhenan, He, Ran, Tan, Tieniu. A General Framework for Deep Supervised Discrete Hashing. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(8-9): 2204-2222, http://dx.doi.org/10.1007/s11263-020-01327-w.
[56] He, Ran, Cao, Jie, Song, Lingxiao, Sun, Zhenan, Tan, Tieniu. Adversarial Cross-Spectral Face Completion for NIR-VIS Face Recognition. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2020, 42(5): 1025-1037, http://dx.doi.org/10.1109/TPAMI.2019.2961900.
[57] Zhu, Hao, Fu, Chaoyou, Wu, Qianyi, Wu, Wayne, Qian, Chen, He, Ran. AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection. 2020, http://arxiv.org/abs/2011.02674.
[58] He Ran. Dual-Structure Disentangling Variational Generation for Data-Limited Face Parsing. ACM International Conference on Multimedia. 2020, [59] He Ran. Exemplar Guided Cross-Spectral Face Hallucination via Mutual Information Disentanglement. Proceedings of International Conference on Pattern Recognition. 2020, [60] He Ran. MEAD: A Large-scale Audio-visual Dataset for Emotional Talking Face Generation. European Conference on Computer Vision (ECCV). 2020, [61] Jiang, Wentao, Liu, Si, Gao, Chen, Cao, Jie, He, Ran, Feng, Jiashi, Yan, Shuicheng, IEEE. PSGAN: Pose and Expression Robust Spatial-Aware GAN for Customizable Makeup Transfer. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2020, 5193-5201, http://dx.doi.org/10.1109/CVPR42600.2020.00524.
[62] Ding, Yuhe, Ma, Xin, Luo, Mandi, Zheng, Aihua, He, Ran. Unsupervised Contrastive Photo-to-Caricature Translation based on Auto-distortion. 2020, http://arxiv.org/abs/2011.04965.
[63] Zheng, Xin, Guo, Yanqing, Huang, Huaibo, Li, Yi, He, Ran. A Survey of Deep Facial Attribute Analysis. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(8-9): 2002-2034, http://dx.doi.org/10.1007/s11263-020-01308-z.
[64] Li Qiaozhe, Zhao Xin, He Ran, Huang Kaiqi, AAAI. Visual-Semantic Graph Reasoning for Pedestrian Attribute Recognition. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2019, 8634-8641, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000486572503022.
[65] He, Ran, Wu, Xiang, Sun, Zhenan, Tan, Tieniu. Wasserstein CNN: Learning Invariant Features for NIR-VIS Face Recognition. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(7): 1761-1773, http://dx.doi.org/10.1109/TPAMI.2018.2842770.
[66] Li, Peipei, Hu, Yibo, He, Ran, Sun, Zhenan. Global and Local Consistent Wavelet-Domain Age Synthesis. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2019, 14(11): 2943-2957, http://dx.doi.org/10.1109/TIFS.2019.2907973.
[67] Li, Qiaozhe, Zhao, Xin, He, Ran, Huang, Kaiqi, AAAI. Visual-Semantic Graph Reasoning for Pedestrian Attribute Recognition. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2019, 8634-8641, http://ir.ia.ac.cn/handle/173211/28374.
[68] Liang, Jian, He, Ran, Sun, Zhenan, Tan, Tieniu, IEEE Comp Soc. Distant Supervised Centroid Shift: A Simple and Efficient Approach to Visual Domain Adaptation. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 2970-2979, [69] Fu, Chaoyou, Wu, Xiang, Hu, Yibo, Huang, Huaibo, He, Ran. Dual Variational Generation for Low Shot Heterogeneous Face Recognition. 2019, http://arxiv.org/abs/1903.10203.
[70] Tieniu Tan, Jian Liang, Ran He, 孙哲南. Aggregating Randomized Clustering-Promoting Invariant Projections for Domain Adaptation. IEEE TRANS. PATTERN ANAL. MACHINE INTELL.[J]. 2019, 41(5): 1027-1042, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000463607400001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[71] Cao, Jie, Hu, Yibo, Yu, Bing, He, Ran, Sun, Zhenan. 3D Aided Duet GANs for Multi-View Face Image Synthesis. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2019, 14(8): 2028-2042, http://ir.ia.ac.cn/handle/173211/24595.
[72] Wang, Caiyong, He, Yong, Liu, Yunfan, He, Zhaofeng, He, Ran, Sun, Zhenan, IEEE. ScleraSegNet: an Improved U-Net Model with Attention for Accurate Sclera Segmentation. 2019 INTERNATIONAL CONFERENCE ON BIOMETRICS (ICB)null. 2019, [73] Fu, Chaoyou, Wu, Xiang, Hu, Yibo, Huang, Huaibo, He, Ran. Dual Variational Generation for Low Shot Heterogeneous Face Recognition. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019)[J]. 2019, 32: [74] Li, Peipei, Wu, Xiang, Hu, Yibo, He, Ran, Sun, Zhenan, IEEE. M2FPA: A Multi-Yaw Multi-Pitch High-Quality Dataset and Benchmark for Facial Pose Analysis. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019)null. 2019, 10042-10050, [75] Huang, Huaibo, He, Ran, Sun, Zhenan, Tan, Tieniu. Wavelet Domain Generative Adversarial Network for Multi-scale Face Hallucination. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2019, 127(6-7): 763-784, http://dx.doi.org/10.1007/s11263-019-01154-8.
[76] Guo, Weikuo, Huang, Huaibo, Kong, Xiangwei, He, Ran, ACM. Learning Disentangled Representation for Cross-Modal Retrieval with Deep Mutual Information Estimation. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19)null. 2019, 1712-1720, http://dx.doi.org/10.1145/3343031.3351053.
[77] Liang, Jian, He, Ran, Sun, Zhenan, Tan, Tieniu. Exploring uncertainty in pseudo-label guided unsupervised domain adaptation. PATTERN RECOGNITION (PR)[J]. 2019, 96: http://dx.doi.org/10.1016/j.patcog.2019.106996.
[78] Song, Linsen, Cao, Jie, Song, Lingxiao, Hu, Yibo, He, Ran, AAAI. Geometry-Aware Face Completion and Editing. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2019, 2506-2513, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485292602064.
[79] Li, Yi, Song, Lingxiao, Wu, Xiang, He, Ran, Tan, Tieniu. Learning a bi-level adversarial network with global and local perception for makeup-invariant face verification. PATTERN RECOGNITION[J]. 2019, 90(-): 99-108, http://dx.doi.org/10.1016/j.patcog.2019.01.013.
[80] Fu, Chaoyou, Song, Liangchen, Wu, Xiang, Wang, Guoli, He, Ran. Neurons Merging Layer: Towards Progressive Redundancy Reduction for Deep Supervised Hashing. 2019, http://arxiv.org/abs/1809.02302.
[81] Li Peipei, Wu Xiang, Hu Yibo, He Ran, Sun Zhenan. M2FPA: A Multi-Yaw Multi-Pitch High-Quality Database and Benchmark for Facial Pose Analysis. 2019, http://arxiv.org/abs/1904.00168.
[82] Lu, Zhihe, Hu, Tanhao, Song, Lingxiao, Zhang, Zhaoxiang, He, Ran, ACM. Conditional Expression Synthesis with Face Parsing Transformation. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18)null. 2018, 1083-1091, http://dx.doi.org/10.1145/3240508.3240647.
[83] He, Ran, Tan, Tieniu, Davis, Larry, Sun, Zhenan. Learning structured ordinal measures for video based face recognition. PATTERN RECOGNITION[J]. 2018, 75: 4-14, http://dx.doi.org/10.1016/j.patcog.2017.02.005.
[84] Wu, Xiang, He, Ran, Sun, Zhenan, Tan, Tieniu. A Light CNN for Deep Face Representation With Noisy Labels. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY[J]. 2018, 13(11): 2884-2896, http://dx.doi.org/10.1109/TIFS.2018.2833032.
[85] Guo, Weikuo, Liang, Jian, Kong, Xiangwei, Song, Lingxiao, He, Ran. X-GACMN: An X-Shaped Generative Adversarial Cross-Modal Network with Hypersphere Embedding. COMPUTER VISION - ACCV 2018, PT Vnull. 2018, 11365: 513-529, [86] Song, Lingxiao, Zhang, Man, Wu, Xiang, He, Ran, AAAI. Adversarial Discriminative Heterogeneous Face Recognition. THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2018, 7355-7362, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485488907056.
[87] Hu, Yibo, Wu, Xiang, Yu, Bing, He, Ran, Sun, Zhenan, IEEE. Pose-Guided Photorealistic Face Rotation. 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2018, 8398-8406, [88] Zhihe Lu, Ran He, Lingxiao Song, Zhenan Sun, Tieniu Tan. Geometry Guided Adversarial Facial Expression Synthesis. 2018, http://ir.ia.ac.cn/handle/173211/23533.
[89] Chen, Yujia, Song, Lingxiao, Hu, Yibo, He, Ran, IEEE. Adversarial Occlusion-aware Face Detection. 2018 IEEE 9TH INTERNATIONAL CONFERENCE ON BIOMETRICS THEORY, APPLICATIONS AND SYSTEMS (BTAS)null. 2018, [90] Lingxiao Song, Tanhao Hu, Zhihe Lu, Ran He, 张兆翔. Conditional Expression Synthesis with Face Parsing Transformation. 2018, http://ir.ia.ac.cn/handle/173211/23532.
[91] Li Zhihang, Hu Yibo, Zhang Man, Xu Min, He Ran, IEEE. Protecting Your Faces: MeshFaces Generation and Removal via High-order Relation-preserving CycleGAN. 2018 INTERNATIONAL CONFERENCE ON BIOMETRICS (ICB)null. 2018, 61-68, [92] Li, Zhihang, Hu, Yibo, Zhang, Man, Xu, Min, He, Ran, IEEE. Protecting Your Faces: MeshFaces Generation and Removal via High-order Relation-preserving CycleGAN. 2018 INTERNATIONAL CONFERENCE ON BIOMETRICS (ICB)null. 2018, 61-68, [93] Song Lingxiao, Lu Zhihe, He Ran, Sun Zhenan, Tan Tieniu, ACM. Geometry Guided Adversarial Facial Expression Synthesis. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18)null. 2018, 627-635, http://dx.doi.org/10.1145/3240508.3240612.
[94] Hu Yibo, Song Lingxiao, Yu Bing, He Ran, Sun Zhenan, IEEE. Adversarial Embedding and Variational Aggregation for Video Face Recognition. 2018 IEEE 9TH INTERNATIONAL CONFERENCE ON BIOMETRICS THEORY, APPLICATIONS AND SYSTEMS (BTAS)null. 2018, [95] Li, Yi, Song, Lingxiao, Wu, Xiang, He, Ran, Tan, Tieniu, AAAI. Anti-Makeup: Learning A Bi-Level Adversarial Network for Makeup-Invariant Face Verification. THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2018, 7057-7064, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485488907019.
[96] Li Peipei, Hu Yibo, Li Qi, He Ran, Sun Zhenan, IEEE. Global and Local Consistent Age Generative Adversarial Networks. 2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR)null. 2018, 1073-1078, [97] Lu, Zhihe, Li, Zhihang, Cao, Jie, He, Ran, Sun, Zhenan, IEEE. Recent Progress of Face Image Synthesis. PROCEEDINGS 2017 4TH IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR)null. 2017, 7-12, http://dx.doi.org/10.1109/ACPR.2017.2.
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[99] Lu, Zhihe, Li, Zhihang, Cao, Jie, He, Ran, Sun, Zhenan, IEEE. Recent Progress of Face Image Synthesis. PROCEEDINGS 2017 4TH IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR)null. 2017, 7-12, http://dx.doi.org/10.1109/ACPR.2017.2.
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[103] Li, Yi, Guo, Yanqing, Kao, Yueying, He, Ran. Image Piece Learning for Weakly Supervised Semantic Segmentation. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS[J]. 2017, 47(4): 648-659, http://dx.doi.org/10.1109/TSMC.2016.2623683.
[104] Fan, Yanbo, He, Ran, Liang, Jian, Hu, Baogang. Self-Paced Learning: An Implicit Regularization Perspective. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCEnull. 2017, 1877-1883, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485630701128.
[105] Huang Rui, Zhang Shu, Li Tianyu, He Ran, IEEE. Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis. 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2017, 2458-2467, [106] Kaiqi Huang, He Ran, Huang Kaiqi, Yueying Kao. Automatic Image Cropping with Aesthetic Map and Gradient Energy Map. IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING 2017null. 2017, http://ir.ia.ac.cn/handle/173211/14660.
[107] 赫然, Rui Huang, Shu Zhang, Tianyu Li. Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis. PROC. OF THE IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)null. 2017, http://ir.ia.ac.cn/handle/173211/19705.
[108] Ran He, Tieniu Tan, Zhenan Sun, Xiang Wu. Learning Invariant Deep Representation for NIR-VIS Face Recognition. 2017, http://ir.ia.ac.cn/handle/173211/19726.
[109] Guo Jun, Guo Yanqing, Kong Xiangwei, He Ran, IEEE. UNSUPERVISED FEATURE SELECTION WITH ORDINAL LOCALITY. 2017 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME)null. 2017, 1213-1218, [110] He Ran, Wu Xiang, Sun Zhenan, Tan Tieniu, AAAI. Learning Invariant Deep Representation for NIR-VIS Face Recognition. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCEnull. 2017, 2000-2006, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485630702007.
[111] Ran He, Yanbo Fan, Baogang Hu, Jian Liang. Self-Paced Learning: An Implicit Regularization Perspective. 2017, http://arxiv.org/abs/1606.00128.
[112] Hu Yibo, Wu Xiang, He Ran, IEEE. Attention-Set based Metric Learning for Video Face Recognition. PROCEEDINGS 2017 4TH IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR)null. 2017, 97-102, http://dx.doi.org/10.1109/ACPR.2017.43.
[113] Hu Yibo, Wu Xiang, He Ran, IEEE. Attention-Set based Metric Learning for Video Face Recognition. PROCEEDINGS 2017 4TH IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR)null. 2017, 97-102, http://dx.doi.org/10.1109/ACPR.2017.43.
[114] Huang, Huaibo, He, Ran, Sun, Zhenan, Tan, Tieniu, IEEE. Wavelet-SRNet: A Wavelet-based CNN for Multi-scale Face Super Resolution. 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV)[J]. 2017, 1698-1706, [115] Liu, Xiaoxiang, Sun, Xiaobo, He, Ran, Tan, Tieniu, Zhou, J, You, Z, Wang, Y, Sun, Z, Shan, S, Zheng, W, Feng, J, Zhao, Q. Recent Advances on Cross-Domain Face Recognition. BIOMETRIC RECOGNITIONnull. 2016, 9967: 147-157, [116] Xiangwei Kong, He Ran, Ying Li, Liang Jian, Dekui Ma, Jian Liang. Discrete Cross-Modal Hashing for Efficient Multimedia Retrieval. 2016, http://ir.ia.ac.cn/handle/173211/20126.
[117] Guo Jun, Guo Yanqing, Kong Xiangwei, Zhang Man, He Ran, AAAI. Discriminative Analysis Dictionary Learning. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCEnull. 2016, 1617-1623, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485474201092.
[118] Zhang Man, He Ran, Cao Dong, Sun Zhenan, Tan Tieniu, AAAI. Simultaneous Feature and Sample Reduction for Image-Set Classification. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCEnull. 2016, 1401-1407, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485474201062.
[119] Ma, Dekui, Liang, Jian, Kong, Xiangwei, He, Ran, Li, Ying. Discrete Cross-Modal Hashing for Efficient Multimedia Retrieval. PROCEEDINGS OF 2016 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM)null. 2016, 38-43, http://dx.doi.org/10.1109/ISM.2016.73.
[120] Ma, Dekui, Liang, Jian, Kong, Xiangwei, He, Ran. Frustratingly Easy Cross-Modal Hashing. MM'16: PROCEEDINGS OF THE 2016 ACM MULTIMEDIA CONFERENCEnull. 2016, 237-241, http://dx.doi.org/10.1145/2964284.2967218.
[121] He, Ran, Wang, Liang, Sun, Zhenan, Zhang, Yingya, Li, Bo. Information Theoretic Subspace Clustering. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2016, 27(12): 2643-2655, https://www.webofscience.com/wos/woscc/full-record/WOS:000388919600015.
[122] He, Ran, Zhang, Man, Wang, Liang, Ji, Ye, Yin, Qiyue. Cross-Modal Subspace Learning via Pairwise Constraints. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2015, 24(12): 5543-5556, http://ir.ia.ac.cn/handle/173211/10492.
[123] He, Ran, Zhang, Yingya, Sun, Zhenan, Yin, Qiyue. Robust Subspace Clustering With Complex Noise. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2015, 24(11): 4001-4013, http://ir.ia.ac.cn/handle/173211/8897.
[124] He, Ran, Cai, Yinghao, Tan, Tieniu, Davis, Larry. Learning predictable binary codes for face indexing. PATTERN RECOGNITION[J]. 2015, 48(10): 3160-3168, http://dx.doi.org/10.1016/j.patcog.2015.03.016.
[125] He, Ran, Tan, Tieniu, Wang, Liang. Robust Recovery of Corrupted Low-Rank Matrix by Implicit Regularizers. IEEETRANSACTIONSONPATTERNANALYSISANDMACHINEINTELLIGENCE[J]. 2014, 36(4): 770-783, https://www.webofscience.com/wos/woscc/full-record/WOS:000334109000011.
[126] He, Ran, Zheng, WeiShi, Tan, Tieniu, Sun, Zhenan. Half-Quadratic-Based Iterative Minimization for Robust Sparse Representation. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2014, 36(2): 261-275, https://www.webofscience.com/wos/woscc/full-record/WOS:000328899500005.
[127] Yao, Wenjiao, He, Ran, Wang, Xiaoyang, Lin, Zheshuai, Chen, Chuangtian. Analysis of Deep-UV Nonlinear Optical Borates: Approaching the End. ADVANCED OPTICAL MATERIALSnull. 2014, 2(5): 411-417, https://www.webofscience.com/wos/woscc/full-record/WOS:000336061200001.
[128] Feng, Kai, Wang, Wendong, He, Ran, Kang, Lei, Yin, Wenlong, Lin, Zheshuai, Yao, Jiyong, Shi, Youguo, Wu, Yicheng. K2FeGe3Se8: A New Antiferromagnetic Iron Selenide. INORGANIC CHEMISTRY[J]. 2013, 52(4): 2022-2028, http://dx.doi.org/10.1021/ic302394e.
[129] Zhao, Sangen, Jiang, Xingxing, He, Ran, Zhang, Shuquan, Sun, Zhihua, Luo, Junhua, Lin, Zheshuai, Hong, Maochun. A combination of multiple chromophores enhances second-harmonic generation in a nonpolar noncentrosymmetric oxide: CdTeMoO6. JOURNAL OF MATERIALS CHEMISTRY C[J]. 2013, 1(16): 2906-2912, https://www.webofscience.com/wos/woscc/full-record/WOS:000316960300014.
[130] He, Ran, Zheng, WeiShi, Hu, BaoGang, Kong, XiangWei. Two-Stage Nonnegative Sparse Representation for Large-Scale Face Recognition. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2013, 24(1): 35-46, https://www.webofscience.com/wos/woscc/full-record/WOS:000312844800004.
[131] Yin, Wenlong, He, Ran, Feng, Kai, Hao, Wenyu, Yao, Jiyong, Wu, Yicheng. Synthesis, structure, optical property, and electronic structure of Ba7AgGa5Se15. JOURNAL OF ALLOYS AND COMPOUNDS[J]. 2013, 565: 115-119, https://www.webofscience.com/wos/woscc/full-record/WOS:000317815300018.
[132] He, Ran, Huang, Hongwei, Kang, Lei, Yao, Wenjiao, Jiang, Xingxing, Lin, Zheshuai, Qin, Jingui, Chen, Chuangtian. Bandgaps in the deep ultraviolet borate crystals: Prediction and improvement. APPLIED PHYSICS LETTERS[J]. 2013, 102(23): https://www.webofscience.com/wos/woscc/full-record/WOS:000320622600032.
[133] Li, Kai, Zhang, Guochun, Guo, Shu, Zhang, Xin, He, Ran, Zhang, Jianxiu, Lin, Zheshuai, Wu, Yicheng. Linear and nonlinear optical properties of Na3La2(BO3)(3) crystal. OPTICS AND LASER TECHNOLOGY[J]. 2013, 54: 407-412, http://dx.doi.org/10.1016/j.optlastec.2013.06.030.
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[135] Feng, Kai, Yin, Wenlong, He, Ran, Lin, Zheshuai, Jin, Shifeng, Yao, Jiyong, Fu, Peizhen, Wu, Yicheng. NaGe3P3: a new ternary germanium phosphide featuring an unusual Ge3P7 ring. DALTON TRANSACTIONS[J]. 2012, 41(2): 484-489, https://www.webofscience.com/wos/woscc/full-record/WOS:000298000000024.
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中国人工智能学会技术发明一等奖, 2023
极悦注册优秀导师, 2022/2023
极悦注册大学李佩优秀教师奖, 2023
极悦注册大学领雁奖, 2023
IEEE Biometrics Council Best Doctoral Dissertation Award (Chaoyou Fu), 2023
Outstanding Editorial Board Member Award, IEEE TIP, 2023
优秀编委, 《自动化学报》, 2023
重庆青年优秀科技论文、中国图象图形学报优秀论文, 生物特征识别学科发展报告, 2022
重庆市科学技术进步二等奖, 2021
中国图象图形学学会自然科学一等奖, 2021
安徽省计算机学会优秀硕士论文奖（联合培养）, 2021
重庆图象图形学学会优秀博士论文导师奖, 2021/2022
CSIG“多媒体伪造取证大赛”伪造视频取证亚军, 2021
IAPR ICPR Best Scientific Paper Award, 2020
IEEE SPS Young Author Best Paper Award, 2020
极悦注册“朱李月华优秀教师”奖, 2020
极悦娱乐优秀党务工作者, 2020
2019-2020美团最佳科研合作奖, 2020
2019腾讯AI Lab犀牛鸟专项研究计划优秀奖, 2020
极悦注册青年创新促进会优秀会员, 2019
Wider Challenge人脸检测冠军, 2019
IAPR/IEEE ICB Honorable Mention Paper Award, 2019
极悦娱乐十佳员工, 2017
IEEE ISM Best Paper Candidate, 2016
吴文俊人工智能科学技术创新奖, 二等奖, 2015
重庆青年优秀科技论文, 一等奖, 2015
ACM Beijing Rising Star Award, 2015
微软青年学者铸星计划, 2015
极悦注册"卢嘉锡青年人才奖", 2014
IAPR ACPR Best Poster Award, 2013

1 王亮、谭铁牛、赫然、王开业、王威，基于双空间学习的跨媒体检索方法，申请号：ZL201210559081.X，公开号：CN103049526 ，申请日期：2012.12.20，授权日期：2015.08.05
2 谭铁牛、王亮、赫然、王东，一种基于结构先验知识的鲁棒生物特征识别方法，申请号：ZL201310418307.9，公开号：CN103440504，申请日期：2013.09.13，授权日期：2016.08.17
3 王亮、谭铁牛、赫然、尹奇跃，一种基于多视角的数据子空间聚类方法，申请号：ZL201310293779.6，公开号：CN103400143，申请日期：2013.07.12，授权日期：2017.03.01
4 王亮、谭铁牛、赫然、尹奇跃，一种基于互正则化约束子空间表达的多视角数据聚类方法，申请号：ZL201310687876.3，公开号：CN103617292，申请日期： 2013.12.16，授权日期：2017.02.22
5 谭铁牛、孙哲南、张树、张曼、赫然，基于旋转不变字典学习模型的人脸识别方法，申请号：ZL201410594606.2，公开号：CN104281845，申请日期： 2014.10.29，授权日期：2017.08.25
6 赫然、孙哲南、谭铁牛、张树，基于多任务卷积神经网络的网纹人脸图像识别方法及装置，申请号：ZL201610165633.7，公开号：CN105760859，申请日期：2016.03.22，授权日期：2018.12.21
7 孙哲南、赫然、谭铁牛、宋凌霄、曹冬、侯广琦，基于定序神经网络模型的人脸识别方法及装置，申请号：201610403028.9，公开号：CN106096538，申请日期：2016.06.08，授权日期：2019.08.23
8 孙哲南、赫然、谭铁牛、李琦、曹冬、宋凌霄，人脸关键点定位方法及装置，申请号：201611135718.7，公开号：CN106599830，申请日期：2016.12.09，授权日期：2020.03.17
9 黄凯奇、赫然、考月英，图像自动裁剪方法，申请号：201611041091.9，公开号：CN106650737，申请日期：2016.11.21，授权日期：2020.02.28
10 赫然、张曼、胡一博、李志航，网纹人脸图像识别装置，申请号：201711391454.6，公开号：CN108229349B，申请日期：2017.12.21，授权日期：2020.09.01
11 赫然、孙哲南、胡一博、李志航，遮挡人脸图像的识别装置，申请号：201711391445.7，公开号：CN108229348B，申请日期：2017.12.21，授权日期：2020.04.28
12 赫然、宋林森、曹杰、宋凌霄、胡一博，基于人脸几何信息的人脸编辑补全方法及装置，申请号：201810623739.6，公开号：CN108932693B，申请日期：2018.06.15，授权日期：2020.09.22
13 赫然、张兆翔、卢治合、胡坦浩，基于人脸解析的表情编辑方法及装置，申请号：201811593470.8，公开号：CN109829959B，申请日期：2018.12.25，授权日期：2021.01.08
14 赫然、侯鑫、李祎、曹杰，人脸妆容去除方法，申请号：201910024060.X，公开号：109886881B，申请日期：2019.01.10，授权日期：2021.03.09
15 赫然、郑欣、黄怀波，基于双向Ladder结构的人脸属性分类系统，申请号：201811595193.4，公开号：CN109886072B， 申请日期：2018.12.25，授权日期：2021.02.26
16 赫然、黄怀波、周晓强，图像处理方法、装置、电子设备及存储介质，申请号：202210895580.X，公开号：CN115062673B，申请日期：2022.07.28，授权日期：2022.10.28
17 赫然、黄怀波、高格格，基于因果推断的高泛化人脸替换方法、装置和电子设备，申请号：CN202111185354.4，公开号：CN113627404A，申请日期：2021.10.12，授权日期：2022.01.14
18 赫然、黄怀波、于艾靖、柴振华，基于选择性机制注意力机制的雨图去雨方法、系统及设备，申请号：202110060900.5，公开号：CN112862875B，申请日期：2021.01.18，授权日期：2022.02.15
19 赫然、黄怀波、周晓强、王迎雪，基于随机小波注意力的图像处理方法、装置、设备及介质，申请号：CN202310215782.X，公开号：CN115908144B，申请日期：2023.03.08，授权日期：2023.06.02
20 赫然、黄怀波、刘晨雨、李佳、段俊贤，一种视听伪造检测方法及装置，申请号：CN202210062374.0，公开号：CN114596609B，申请日期：2022.01.19，授权日期：2023.05.09
21 赫然、黄怀波、李佳，人脸图像盲修复方法及系统，申请号：CN202110990835.6，公开号：CN113763268B，申请日期：2021.08.26，授权日期：2023.03.28
22 赫然、黄怀波、刘晨雨、李佳、段俊贤，一种基于多线索的双流视频人脸伪造检测方法及系统，申请号：CN202210061187.0，公开号：CN114596608B，申请日期：2022.01.19，授权日期：2023.03.28
23 赫然、谭铁牛、黄怀波、周晓强，基于递归Transformer的动态图像复原方法，申请号：CN202211569108.3，公开号：CN115631115B，申请日期：2022.12.08，授权日期：2023.03.28