Prof. LAU Chun Pong (劉俊邦)
Research Output
- 2024
- Online published
Some Challenges and Solutions in Data-Driven AI
Chellappa, R., Liu, J., Lau, C. P. & Dhar, P., 2025, Computer Vision: Challenges, Trends, and Opportunities. Ahad, M. A. R., Mahbub, U., Turk, M. & Hartley, R. (eds.). New York: Chapman and Hall/CRC, p. 1-17 (Chapman & Hall/CRC Computer Vision).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review
- Published
Diffuse and Restore: A Region-Adaptive Diffusion Model for Identity-Preserving Blind Face Restoration
Suin, M., Nair, N. G., Lau, C. P., Patel, V. M. & Chellappa, R., 2024, Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision WACV 2024. Institute of Electrical and Electronics Engineers, Inc., p. 6331-6340 10 p. (IEEE Winter Conference on Applications of Computer Vision).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 2 IDENTIFYING ATTACK-SPECIFIC SIGNATURES IN ADVERSARIAL EXAMPLES
Souri, H., Khorramshahi, P., Lau, C. P., Goldblum, M. & Chellappa, R., 2024, 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing - Proceedings. Institute of Electrical and Electronics Engineers, Inc., p. 7050-7054 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 2023
- Published
Interpolated Joint Space Adversarial Training for Robust and Generalizable Defenses
Lau, C. P., Liu, J., Souri, H., Lin, W., Feizi, S. & Chellappa, R., 1 Nov 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 11, p. 13054-13067Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - Published
ATDetect: Face Detection and Keypoint Extraction at Range and Altitude
Lau, C. P., Suin, M. & Chellappa, R., Sept 2023, 2023 IEEE International Joint Conference on Biometrics (IJCB). Institute of Electrical and Electronics Engineers, Inc., 10 p. (IEEE International Joint Conference on Biometrics, IJCB).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Adversarial attacks and robust defenses in deep learning
Lau, C. P., Liu, J., Lin, W., Souri, H., Khorramshahi, P. & Chellappa, R., 2023, Handbook of Statistics: Deep Learning. Govindaraju, V., Srinivasa Rao, A. S. & Rao, C. (eds.). Elsevier, Vol. 48. p. 29-58 30 p. (Handbook of Statistics; vol. 48).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review
Scopus citations: 4Multi-Modal Human Authentication Using Silhouettes, Gait and RGB
Guo, Y., Peng, C., Lau, C. P. & Chellappa, R., 2023, 2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition (FG). Institute of Electrical and Electronics Engineers, Inc., 7 p. (IEEE International Conference on Automatic Face and Gesture Recognition, FG).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 6Multi-View Action Recognition using Contrastive Learning
Shah, K., Shah, A., Lau, C. P., de Melo, C. M. & Chellapp, R., 2023, Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023. Institute of Electrical and Electronics Engineers, Inc., p. 3370-3380 (Proceedings - IEEE Winter Conference on Applications of Computer Vision, WACV).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 16- 2022
Application of deep learning for image-based Chinese market food nutrients estimation
Ma, P., Lau, C. P., Yu, N., Li, A. & Sheng, J., 30 Mar 2022, In: Food Chemistry. 373, Part B, 130994.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 36Mutual Adversarial Training: Learning Together is Better Than Going Alone
Liu, J., Lau, C. P., Souri, H., Feizi, S. & Chellappa, R., 2022, In: IEEE Transactions on Information Forensics and Security. 17, p. 2364-2377 14 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 14Segment and Complete: Defending Object Detectors against Adversarial Patch Attacks with Robust Patch Detection
Liu, J., Levine, A., Lau, C. P., Chellappa, R. & Feizi, S., 2022, Proceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition: CVPR 2022. Institute of Electrical and Electronics Engineers, Inc., p. 14953-14962 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 31- 2021
Image-based nutrient estimation for Chinese dishes using deep learning
Ma, P., Lau, C. P., Yu, N., Li, A., Liu, P., Wang, Q. & Sheng, J., Sept 2021, In: Food Research International. 147, 110437.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 33ATFaceGAN: Single Face Semantic Aware Image Restoration and Recognition from Atmospheric Turbulence
Lau, C. P., Castillo, C. D. & Chellappa, R., Apr 2021, In: IEEE Transactions on Biometrics, Behavior, and Identity Science. 3, 2, p. 240-251 12 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 32Remote Face Recognition
Lau, C. P. & Chellappa, R., 26 Mar 2021, (Online published) Encyclopedia of Cryptography, Security and Privacy. Jajodia, S., Samarati, P. & Yung, M. (eds.). 3rd ed. Berlin, Heidelberg: Springer , 5 p.Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review
Semi-Supervised Landmark-Guided Restoration of Atmospheric Turbulent Images
Lau, C. P., Kumar, A. & Chellappa, R., Feb 2021, In: IEEE Journal on Selected Topics in Signal Processing. 15, 2, p. 204-215 12 p., 9320575.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4Subsampled turbulence removal network
Chak, W. H., Lau, C. P. & Lui, L. M., 2021, In: Mathematics, Computation and Geometry of Data. 1, 1, p. 1-33 33 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 2020
Dual manifold adversarial robustness: Defense against Lp and non-Lp adversarial attacks
Lin, W., Lau, C. P., Levine, A., Chellappa, R. & Feizi, S., Dec 2020, 34th Conference on Neural Information Processing Systems (NeurIPS 2020). Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M. & Lin, H. (eds.). Neural Information Processing Systems Foundation, Inc., Vol. 5. p. 3487-3498 (Advances in Neural Information Processing Systems; vol. 33).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 33ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence
Lau, C. P., Souri, H. & Chellappa, R., Nov 2020, Proceedings - 2020 15th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2020. Štruc, V. & Gómez-Fernández, F. (eds.). Institute of Electrical and Electronics Engineers, Inc., p. 32-39 (Proceedings - IEEE International Conference on Automatic Face and Gesture Recognition, FG).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 24- 2019
Restoration of atmospheric turbulence-distorted images via RPCA and quasiconformal maps
Lau, C. P., Lai, Y. H. & Lui, L. M., Jul 2019, In: Inverse Problems. 35, 7, 074002.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 51Variational Models for Joint Subsampling and Reconstruction of Turbulence-Degraded Images
Lau, C. P., Lai, Y. H. & Lui, L. M., Mar 2019, In: Journal of Scientific Computing. 78, 3, p. 1488-1525 38 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 18