Registration of 3D face images of JUDeiTy3DK database using POFaceReg8 algorithm

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F62690094%3A18450%2F23%3A50020572" target="_blank" >RIV/62690094:18450/23:50020572 - isvavai.cz</a>

Výsledek na webu

<a href="https://link.springer.com/article/10.1007/s12046-023-02225-w" target="_blank" >https://link.springer.com/article/10.1007/s12046-023-02225-w</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1007/s12046-023-02225-w" target="_blank" >10.1007/s12046-023-02225-w</a>

Jazyk výsledku

angličtina

Název v původním jazyce

Registration of 3D face images of JUDeiTy3DK database using POFaceReg8 algorithm

Popis výsledku v původním jazyce

The application of depth cameras for 3D visual data based measurements (VBM) is an activeresearch area. 3D face recognition is one such niche area that is drawing the attention of researchers. This paperintroduces a new 3D facial database named JUDeiTy3DK developed by a research group at Jadavpur University,Kolkata, India, using Kinect as a vision-based depth measuring instrument to capture 3D facial depth data. Thisdatabase aims to provide the research community with a new 3D face database containing various challengingsituations in the context of face recognition. This database consists of 3D face models of 200 male and femaleindividuals with various poses, facial expressions, real-world occlusions, and combinations of various poses,expressions, and occlusions we encounter daily. In addition, ground truth face images are also provided, where14 visible facial landmark points on each face are manually annotated. Also, we have formulated a new 3D faceregistration algorithm named POFaceReg8, which combines some selected features of landmark and holisticbasedalgorithms, followed by a new face recognition algorithm Diag_DCT. We have presented the registrationand recognition performance results by comparing our proposed methods with other standard state-of-the-arttechniques using pre-existing metrics.

Název v anglickém jazyce

Registration of 3D face images of JUDeiTy3DK database using POFaceReg8 algorithm

Popis výsledku anglicky

The application of depth cameras for 3D visual data based measurements (VBM) is an activeresearch area. 3D face recognition is one such niche area that is drawing the attention of researchers. This paperintroduces a new 3D facial database named JUDeiTy3DK developed by a research group at Jadavpur University,Kolkata, India, using Kinect as a vision-based depth measuring instrument to capture 3D facial depth data. Thisdatabase aims to provide the research community with a new 3D face database containing various challengingsituations in the context of face recognition. This database consists of 3D face models of 200 male and femaleindividuals with various poses, facial expressions, real-world occlusions, and combinations of various poses,expressions, and occlusions we encounter daily. In addition, ground truth face images are also provided, where14 visible facial landmark points on each face are manually annotated. Also, we have formulated a new 3D faceregistration algorithm named POFaceReg8, which combines some selected features of landmark and holisticbasedalgorithms, followed by a new face recognition algorithm Diag_DCT. We have presented the registrationand recognition performance results by comparing our proposed methods with other standard state-of-the-arttechniques using pre-existing metrics.

Druh

J_imp - Článek v periodiku v databázi Web of Science

CEP obor

—

OECD FORD obor

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Projekt

—

Návaznosti

I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Rok uplatnění

2023

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název periodika

Sadhana-Academy Proceedings in Engineering Sciences

ISSN

0256-2499

e-ISSN

0973-7677

Svazek periodika

48

Číslo periodika v rámci svazku

3

Stát vydavatele periodika

IN - Indická republika

Počet stran výsledku

16

Strana od-do

"Article number: 158"

Kód UT WoS článku

001049199000004

EID výsledku v databázi Scopus

2-s2.0-85168310856