Symmetry Analysis of Face from a Video Image of 3D Point Cloud

被引:0
作者
Kihara, Narumi [1 ]
Kimura-Nomoto, Namiko [2 ]
Okawachi, Takako [3 ]
Li, Guangxu [4 ]
Nakamura, Norifumi [2 ]
Kamiya, Tohru [1 ]
机构
[1] Kyushu Inst Technol, 1-1 Sensui, Kitakyushu, Fukuoka, Japan
[2] Kagoshima Univ, 8-35-1 Sakuragaoka, Kagoshima, Japan
[3] Natl Hosp Org, Kagoshima Med Ctr, 8-1 Shiroyama, Kagoshima, Japan
[4] Tiangong Univ, 399 BinShuiXi Rd, Tianjin, Peoples R China
来源
ARTIFICIAL INTELLIGENCE AND ROBOTICS, ISAIR 2023 | 2024年 / 1998卷
关键词
Cleft Lip; Point Cloud; Symmetry Analysis; Video Image;
D O I
10.1007/978-981-99-9109-9_28
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cleft lip surgery is performed several times. The problem is that the criteria for facial symmetry are unclear. We propose a method for the facial symmetry analysis using the 3D point cloud which is obtained as a video image. Pseudo video images are created by making multiple point cloud data with slightly different deformations. If we see the data in chronological order, the face appears to be gradually deforming. The symmetry is evaluated using the movement of the face landmarks. We detect face landmarks from an initial frame and perform matching technique on successive frames. After the matching process, we calculate a shift vector that describes the temporal change between the frames. Finally, we evaluate the symmetry by comparing its components on the left and right sides of the face. As an experimental result, the matching is performed with small error, and the symmetry is evaluated in a quantitative way.
引用
收藏
页码:278 / 287
页数:10
相关论文
共 15 条
[1]   LEAST-SQUARES FITTING OF 2 3-D POINT SETS [J].
ARUN, KS ;
HUANG, TS ;
BLOSTEIN, SD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (05) :699-700
[2]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[3]   Shape Completion using 3D-Encoder-Predictor CNNs and Shape Synthesis [J].
Dai, Angela ;
Qi, Charles Ruizhongtai ;
Niessner, Matthias .
30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, :6545-6554
[4]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[5]  
Hosoki D, 2020, INT C CONTR AUTOMAT, P402, DOI [10.23919/iccas50221.2020.9268262, 10.23919/ICCAS50221.2020.9268262]
[6]  
International Clearinghouse for Birth Defects Surveillance and Research, Annual Report 2
[7]   One Millisecond Face Alignment with an Ensemble of Regression Trees [J].
Kazemi, Vahid ;
Sullivan, Josephine .
2014 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2014, :1867-1874
[8]   PointPillars: Fast Encoders for Object Detection from Point Clouds [J].
Lang, Alex H. ;
Vora, Sourabh ;
Caesar, Holger ;
Zhou, Lubing ;
Yang, Jiong ;
Beijbom, Oscar .
2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, :12689-12697
[9]   Nasal appearance after secondary cleft rhinoplasty: comparison of professional rating with patient satisfaction [J].
Pausch N.C. ;
Unger C. ;
Pitak-Arnnop P. ;
Subbalekha K. .
Oral and Maxillofacial Surgery, 2016, 20 (2) :195-201
[10]  
Qi Charles Ruizhongtai, 2017, PROC 31 INT C NEURAL