Dockerface: an easy to install and use Faster R-CNN face detector in a Docker container

08/15/2017
by   Nataniel Ruiz, et al.
0

Face detection is a very important task and a necessary pre-processing step for many applications such as facial landmark detection, pose estimation, sentiment analysis and face recognition. Not only is face detection an important pre-processing step in computer vision applications but also in computational psychology, behavioral imaging and other fields where researchers might not be initiated in computer vision frameworks and state-of-the-art detection applications. A large part of existing research that includes face detection as a pre-processing step uses existing out-of-the-box detectors such as dlib and the OpenCV Haar face detector which no longer state-of-the-art - they are primarily used because of their ease of use. We introduce Dockerface, a very accurate Faster R-CNN face detector in a Docker container which requires no training and is easy to install and use.

READ FULL TEXT
research
09/22/2017

Can We Boost the Power of the Viola-Jones Face Detector Using Pre-processing? An Empirical Study

The Viola-Jones face detection algorithm was (and still is) a quite popu...
research
10/16/2016

To Frontalize or Not To Frontalize: A Study of Face Pre-Processing Techniques and Their Impact on Recognition

Face recognition performance has improved remarkably in the last decade....
research
02/07/2019

FDDB-360: Face Detection in 360-degree Fisheye Images

360-degree cameras offer the possibility to cover a large area, for exam...
research
06/01/2020

Real-Time Face and Landmark Localization for Eyeblink Detection

Pavlovian eyeblink conditioning is a powerful experiment used in the fie...
research
11/27/2018

Continuous Trade-off Optimization between Fast and Accurate Deep Face Detectors

Although deep neural networks offer better face detection results than s...
research
03/06/2014

Design a Persian Automated Plagiarism Detector (AMZPPD)

Currently there are lots of plagiarism detection approaches. But few of ...
research
07/16/2020

A high fidelity synthetic face framework for computer vision

Analysis of faces is one of the core applications of computer vision, wi...

Please sign up or login with your details

Forgot password? Click here to reset