A Fast and Accurate Unconstrained Face Detector - Semantic Scholar

Abstract

We propose a method to address challenges in unconstrained face detection, such as arbitrary pose variations and occlusions. First, a new image feature called Normalized Pixel Difference (NPD) is proposed. NPD feature is computed as the difference to sum ratio between two pixel values, inspired by the Weber Fraction in experimental psychology. The new… (More)

DOI: 10.1109/TPAMI.2015.2448075

Topics

20 Figures and Tables

Statistics

Citations
Citation Velocity
Citation Acceleration

Citations per Year

97 Citations

Semantic Scholar estimates that this publication has 97 citations based on the available data.

See our FAQ for additional information.

Cited By

Sort by:

Detecting Masked Faces in the Wild with LLE-CNNs

Shiming Ge, Jia Li, Qiting Ye, Zhao Luo
2017 IEEE Conference on Computer Vision and…
2017

An accurate and real-time multi-view face detector using ORFs and doubly domain-partitioning classifier

Jongmin Yoon, Daijin Kim
Journal of Real-Time Image Processing
2018

Hybrid Cascade Model for Face Detection in the Wild Based on Normalized Pixel Difference and a Deep Convolutional Neural Network

Darijan Marcetic, Martin Soldic, Slobodan Ribaric
CAIP
2017

Partial Face Detection in the Mobile Domain

Upal Mahbub, Sayantan Sarkar, Rama Chellappa
ArXiv
2017

Real-time face tracking under long-term full occlusions

Martin Soldić, Darijan Marčetić, Marijo Maračić, Darko Mihalić, Slobodan Ribarić
Proceedings of the 10th International Symposium…
2017

Computer vision for the blind: A dataset for experiments on face detection and recognition

Sergio Carrato, Stefano Marsi, Eric Medvet, Felice Andrea Pellegrino, Giovanni Ramponi, M. Vittori
2016 39th International Convention on Information…
2016

How do you develop a face detector for the unconstrained environment?

Wai Y. K. San, Shaokang Chen, Arnold Wiliem, Binn Di, Brian C. Lovell
2016 International Conference on Image and Vision…
2016

To face or not to face: Towards reducing false positive of face detection

Siqi Yang, Arnold Wiliem, Brian C. Lovell
2016 International Conference on Image and Vision…
2016

Two-stage cascade model for unconstrained face detection

Darijan Marcetic, Tomislav Hrkac, Slobodan Ribaric
2016 First International Workshop on Sensing…
2016

An All-In-One Convolutional Neural Network for Face Analysis

Rajeev Ranjan, Swami Sankaranarayanan, Carlos D. Castillo, Rama Chellappa
2017 12th IEEE International Conference on…
2017

‹
1
2
3
4
5
›

References

Sort by:

Showing 1-10 of 56 references

Rapid Object Detection using a Boosted Cascade of Simple Features

Efficient Boosted Exemplar-Based Face Detection

Haoxiang Li, Zhe L. Lin, Jonathan Brandt, Xiaohui Shen, Gang Hua
2014 IEEE Conference on Computer Vision and…
2014

Joint Cascade Face Detection and Alignment

Dong Chen, Shaoqing Ren, Yichen Wei, Xudong Cao, Jian Sun
ECCV
2014

Face detection, pose estimation, and landmark localization in the wild

Xiangxin Zhu, Deva Ramanan
2012 IEEE Conference on Computer Vision and…
2012

Annotated Facial Landmarks in the Wild: A large-scale, real-world database for facial landmark localization

Martin Köstinger, Paul Wohlhart, Peter M. Roth, Horst Bischof
2011 IEEE International Conference on Computer…
2011

Face detection using SURF cascade

Jianguo Li, Tao Wang, Yimin Zhang
2011 IEEE International Conference on Computer…
2011

FDDB: A Benchmark for Face Detection in Unconstrained Settings

Vidit Jain, Erik Learned-Miller
2010

Robust face detection with multi-class boosting

Yen-Yu Lin, Tyng-Luh Liu
2005 IEEE Computer Society Conference on Computer…
2005

Face detection using improved LBP under Bayesian framework

Hongliang Jin, Qingshan Liu, Hanqing Lu, Xiaofeng Tong
Third International Conference on Image and…
2004

The Fidelity of Local Ordinal Encoding

Javid Sadr, Sayan Mukherjee, K. Thoresz, Pawan Sinha
NIPS
2001

‹
1
2
3
4
5
›

Slides referencing similar topics

Subtasks of Unconstrained Face Recognition
Leibo + 2 • Mar 27, 2015
DeepFace for Unconstrained Face Recognition 1
Yaniv Taigman + 3 • Mar 16, 2017
3D Face Modelling Under Unconstrained Pose & Illumination
David Bryan + 1 • Oct 15, 2017
Show More