JOURNAL ARTICLE

Towards robust cascaded regression for face alignment in the wild

Abstract

Most state-of-the-art solutions for localizing facial feature landmarks build on the recent success of the cascaded regression framework [7, 15, 34], which progressively predicts the shape update based on the previous shape estimate and its feature calculation.

Keywords:
Artificial intelligence Outlier Normalization (sociology) Pattern recognition (psychology) Computer science Regression Feature selection Face (sociological concept) Scale-invariant feature transform Euclidean distance Feature (linguistics) Robust regression Feature extraction Computer vision Mathematics Statistics

Metrics

15
Cited By
2.30
FWCI (Field Weighted Citation Impact)
46
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Biometric Identification and Security
Physical Sciences →  Computer Science →  Signal Processing

Related Documents

JOURNAL ARTICLE

Towards robust cascaded regression for face alignment in the wild

Qu, C.Gao, H.Monari, EduardoBeyerer, JürgenThiran, J.-P.

Journal:   Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.V Year: 2025
BOOK-CHAPTER

Extended Robust Cascaded Pose Regression for Face Alignment

Yongxin GeXinyu RenCheng PengXuchu Wang

Lecture notes in computer science Year: 2016 Pages: 50-58
JOURNAL ARTICLE

Robust face alignment by cascaded regression and de-occlusion

Jun WanJing LiZhihui LaiBo DuLefei Zhang

Journal:   Neural Networks Year: 2019 Vol: 123 Pages: 261-272
BOOK-CHAPTER

Cascaded Regression for 3D Face Alignment

Jinwen XuQijun Zhao

Lecture notes in computer science Year: 2016 Pages: 77-84
© 2026 ScienceGate Book Chapters — All rights reserved.