（待更新）基于深度学习的生物特征识别（手掌静脉、手背静脉、手指静脉、掌纹、人脸等）论文模型总结 。具体方法包括：基于特征表征、基于传统网络设计与优化、基于轻量级网络设计与优化、基于Transformer设计与优化、基于GAN设计与优化、基于哈希编码、基于多模态融合、基于多特征融合，基于联邦学习和GAN掌静脉隐私安全和攻击检测等。掌静脉识别的深度学习方法综述

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1. 【2019】A Hand-Based Multi-Biometrics via Deep Hashing Network and Biometric Graph Matching. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY

关键词：多模态融合、特征哈希编码、汉明距离匹配

2.  【2020】A Performance Evaluation of Hashing Techniques for 2D and 3D Palmprint Retrieval and Recognition.IEEE SENSORS JOURNAL

关键词：深度哈希、有监督哈希、无监督哈希

 3. 【2019】Asymmetric CycleGAN for Unpaired NIR-TO-RGB Face Image Translation

关键词：不对称CycleGAN、NIR转RGB

 4. 【2020】BPFNet: A Unifified Framework for Bimodal Palmprint Alignment and Fusion

关键词：多模态融合、检测对齐网络

 

 5. 【2022】ViT-Cap: A Novel Vision Transformer-Based Capsule Network Model for Finger Vein Recognition 关键词：胶囊网络、ViT

6. 【2022】FVT: Finger Vein Transformer for Authentication .IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

7. 【2023】Label Enhancement-Based Multiscale Transformer for Palm-Vein Recognition .IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

 8. 【2023】PKLNet: Keypoint Localization Neural Network for Touchless Palmprint Recognition Based on Edge-Aware Regression.

 9. 【2023】Transformer Based Defense GAN Against Palm-Vein Adversarial Attacks. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY

 10. 【2022】Perturbation Inactivation Based Adversarial Defense for Face Recognition. IEEE TRANSACTIONS ON INFORMATION FORENSICS & SECURITY  

 11. 【2022】Robust Smart Home Face Recognition under Starving Federated Data .

 12. 【2023】Attack Detection for Finger and Palm Vein Biometrics by Fusion of Multiple Recognition Algorithms.IEEE TRANSACTIONS ON BIOMETRICS, BEHAVIOR, AND IDENTITY SCIENCE

13. 【2020】Boosting Unconstrained Palmprint Recognition With Adversarial Metric Learning.IEEE TRANSACTIONS ON BIOMETRICS, BEHAVIOR, AND IDENTITY SCIENCE 

14. 【2022】Data Protection in Palmprint Recognition via Dynamic Random Invisible Watermark Embedding.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY  

15. 【2022】Deep Distillation Hashing for Unconstrained Palmprint Recognition.IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT  

16. 【2022】Few-shot palmprint recognition based on similarity metric hashing network.

 17. 【2021】Few-shot palmprint recognition based on similarity metric hashing network.关键词：少镜头学习、小样本、暹罗网络。

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

  18. 【2021】Learning With Partners to Improve the Multi-Source Cross-Dataset Palmprint Recognition.关键词：伙伴学习、多源交叉数据集。

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

  19. 【2021】One-shot cross-dataset palmprint recognition via adversarial domain adaptation. 关键词：对抗域自适应、交叉数据集

  20. 【2021】A Joint Pixel and Feature Alignment Framework for Cross-dataset Palmprint Recognition. 

   21. 【2020】Palmprint Recognition in Uncontrolled and Uncooperative Environment. 

   23. 【2021】Towards Unsupervised Domain Adaptation for Deep Face Recognition under Privacy Constraints via Federated Learning 。关键词：联邦学习、无监督域适应 

   24. 【2022】生物特征识别服务场景中隐私保护关键技术研究(博士论文） 。关键词：关键词：生物特征识别，隐私保护，同态加密，M-tree，Fiting-tree

 

  25. 【2021】Towards Face Encryption by Generating Adversarial Identity Masks 

   26. 【ICCV2021】Personalized and Invertible Face De-identification by Disentangled Identity Information Manipulation 

  27. 【2021】Transferable face image privacy protection based on federated learning and ensemble models