Implicit space pose consistent transfer network for deep face verification

Boragule, 2022, Learning to resolve uncertainties for large-scale face recognition, Pattern Recognit. Lett., 160, 58, 10.1016/j.patrec.2022.06.004 Hedman, 2021 Yang, 2022, Face-mask-aware facial expression recognition based on face parsing and vision transformer, Pattern Recognit. Lett., 164, 173, 10.1016/j.patrec.2022.11.004 N. Wang, Z. Wang, Z. He, B. Huang, L. Zhou, Z. Han, A Tilt-Angle Face Dataset And Its Validation, in: 2021 IEEE International Conference on Image Processing, ICIP 2021, Anchorage, AK, USA, September 19-22, 2021, 2021, pp. 894–898. R. Huang, S. Zhang, T. Li, R. He, Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis, in: IEEE International Conference on Computer Vision, ICCV 2017, Venice, Italy, October 22-29, 2017, 2017, pp. 2458–2467. Y. Qian, W. Deng, J. Hu, Unsupervised Face Normalization With Extreme Pose and Expression in the Wild, in: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019, 2019, pp. 9851–9858. J. Zhao, Y. Cheng, Y. Xu, L. Xiong, J. Li, F. Zhao, J. Karlekar, S. Pranata, S. Shen, J. Xing, S. Yan, J. Feng, Towards Pose Invariant Face Recognition in the Wild, in: 2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2018, Salt Lake City, UT, USA, June 18-22, 2018, 2018, pp. 2207–2216. L. Tran, X. Yin, X. Liu, Disentangled Representation Learning GAN for Pose-Invariant Face Recognition, in: 2017 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017, Honolulu, HI, USA, July 21-26, 2017, 2017, pp. 1283–1292. J. Zhao, L. Xiong, J. Karlekar, J. Li, F. Zhao, Z. Wang, S. Pranata, S. Shen, S. Yan, J. Feng, Dual-Agent GANs for Photorealistic and Identity Preserving Profile Face Synthesis, in: Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, December 4-9, 2017, Long Beach, CA, USA, 2017, pp. 66–76. J. Deng, S. Cheng, N. Xue, Y. Zhou, S. Zafeiriou, UV-GAN: Adversarial Facial UV Map Completion for Pose-Invariant Face Recognition, in: 2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2018, Salt Lake City, UT, USA, June 18-22, 2018, 2018, pp. 7093–7102. Chen, 2018, Deep transformation learning for face recognition in the unconstrained scene, Mach. Vis. Appl., 29, 513, 10.1007/s00138-018-0907-1 Rong, 2020, Feature-improving generative adversarial network for face frontalization, IEEE Access, 8, 68842, 10.1109/ACCESS.2020.2986079 K. Cao, Y. Rong, C. Li, X. Tang, C.C. Loy, Pose-Robust Face Recognition via Deep Residual Equivariant Mapping, in: 2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2018, Salt Lake City, UT, USA, June 18-22, 2018, 2018, pp. 5187–5196. J. Shi, Y. Zhao, Multi-pose Face Recognition Based on Block Adaptation, in: Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. Human Communication, Organization and Work - 11th International Conference, DHM 2020, Held As Part of the 22nd HCI International Conference, HCII 2020, Copenhagen, Denmark, July 19-24, 2020, Proceedings, Part II, Vol. 12199, 2020, pp. 420–428. Luan, 2020, Geometry structure preserving based GAN for multi-pose face frontalization and recognition, IEEE Access, 8, 104676, 10.1109/ACCESS.2020.2996637 Liu, 2020, CP-GAN: A cross-pose profile face frontalization boosting pose-invariant face recognition, IEEE Access, 8, 198659, 10.1109/ACCESS.2020.3033675 J. Huang, C. Ding, Attention-guided Progressive Mapping for Profile Face Recognition, in: International IEEE Joint Conference on Biometrics, IJCB 2021, Shenzhen, China, August 4-7, 2021, 2021, pp. 1–8. Tsai, 2021 H. Wang, Y. Wang, Z. Zhou, X. Ji, D. Gong, J. Zhou, Z. Li, W. Liu, CosFace: Large Margin Cosine Loss for Deep Face Recognition, in: 2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2018, Salt Lake City, UT, USA, June 18-22, 2018, 2018, pp. 5265–5274. J. Deng, J. Guo, N. Xue, S. Zafeiriou, ArcFace: Additive Angular Margin Loss for Deep Face Recognition, in: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019, 2019, pp. 4690–4699. Y. Huang, Y. Wang, Y. Tai, X. Liu, P. Shen, S. Li, J. Li, F. Huang, CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition, in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020, Seattle, WA, USA, June 13-19, 2020, 2020, pp. 5900–5909. K. He, X. Zhang, S. Ren, J. Sun, Deep Residual Learning for Image Recognition, in: 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016, Las Vegas, NV, USA, June 27-30, 2016, 2016, pp. 770–778. D. Han, J. Kim, J. Kim, Deep Pyramidal Residual Networks, in: 2017 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017, Honolulu, HI, USA, July 21-26, 2017, 2017, pp. 6307–6315. S. Woo, J. Park, J. Lee, I.S. Kweon, CBAM: Convolutional Block Attention Module, in: Computer Vision - ECCV 2018 - 15th European Conference, Munich, Germany, September 8-14, 2018, Proceedings, Part VII, Vol. 11211, 2018, pp. 3–19. J. Deng, J. Guo, E. Ververas, I. Kotsia, S. Zafeiriou, RetinaFace: Single-Shot Multi-Level Face Localisation in the Wild, in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020, Seattle, WA, USA, June 13-19, 2020, 2020, pp. 5202–5211. Ranjan, 2019, HyperFace: A deep multi-task learning framework for face detection, landmark localization, pose estimation, and gender recognition, IEEE Trans. Pattern Anal. Mach. Intell., 41, 121, 10.1109/TPAMI.2017.2781233 Q. Cao, L. Shen, W. Xie, O.M. Parkhi, A. Zisserman, VGGFace2: A Dataset for Recognising Faces across Pose and Age, in: 13th IEEE International Conference on Automatic Face & Gesture Recognition, FG 2018, Xi’an, China, May 15-19, 2018, 2018, pp. 67–74. Y. Wen, K. Zhang, Z. Li, Y. Qiao, A Discriminative Feature Learning Approach for Deep Face Recognition, in: Computer Vision - ECCV 2016 - 14th European Conference, Amsterdam, the Netherlands, October 11-14, 2016, Proceedings, Part VII, Vol. 9911, 2016, pp. 499–515. W. Liu, Y. Wen, Z. Yu, M. Li, B. Raj, L. Song, SphereFace: Deep Hypersphere Embedding for Face Recognition, in: 2017 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017, Honolulu, HI, USA, July 21-26, 2017, 2017, pp. 6738–6746. X. Wang, S. Wang, C. Chi, S. Zhang, T. Mei, Loss Function Search for Face Recognition, in: Proceedings of the 37th International Conference on Machine Learning, Vol. 119, ICML 2020, 13-18 July 2020, Virtual Event, 2020, pp. 10029–10038. Y. Zhang, W. Deng, M. Wang, J. Hu, X. Li, D. Zhao, D. Wen, Global-Local GCN: Large-Scale Label Noise Cleansing for Face Recognition, in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2020, Seattle, WA, USA, June 13-19, 2020, 2020, pp. 7728–7737. X. Zhang, R. Zhao, Y. Qiao, X. Wang, H. Li, AdaCos: Adaptively Scaling Cosine Logits for Effectively Learning Deep Face Representations, in: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019, 2019, pp. 10823–10832.