Unconstrained Face Verification using Deep CNN Features

被引:0
|
作者
Chen, Jun-Cheng [1 ]
Patel, Vishal M. [2 ]
Chellappa, Rama [1 ]
机构
[1] Univ Maryland, College Pk, MD 20742 USA
[2] Rutgers State Univ, New Brunswick, NJ USA
来源
2016 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2016) | 2016年
关键词
PATTERNS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this Iwo; we present an algorithm for unconstrained face verification based on deep convolutional features and evaluate it on the newly released IARPA Janus Benchmark A (LIB-A) dataset as well as on the traditional Labeled Face in the Wild (LFW) dataset. The IJB-A dataset includes real world unconstrained faces from 500 subjects with:hill pose and illumination variations which are much harder than the LFW and Youtube Face (YTF) datasets. The deep convolutional neural network (DCNN) is trained using the CASIAWebFace dataset. Results of experimental evaluations on the LIB-A and the LEW datasets are provided.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Robust Human Face Emotion Classification Using Triplet-Loss-Based Deep CNN Features and SVM
    Haider, Irfan
    Yang, Hyung-Jeong
    Lee, Guee-Sang
    Kim, Soo-Hyung
    SENSORS, 2023, 23 (10)
  • [32] Attentive Deep CNN for Speaker Verification
    Yu, Yong-bin
    Qi, Min-hui
    Tang, Yi-fan
    Deng, Quan-xin
    Peng, Chen-hui
    Mai, Feng
    Nyima, Tashi
    TWELFTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING SYSTEMS, 2021, 11719
  • [33] POSE-ROBUST REPRESENTATION FOR FACE VERIFICATION IN UNCONSTRAINED VIDEOS
    Nguyen, Hoang Anh B.
    Li, Wen
    2013 20TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2013), 2013, : 3715 - 3719
  • [34] Reconstruction-Based Metric Learning for Unconstrained Face Verification
    Lu, Jiwen
    Wang, Gang
    Deng, Weihong
    Jia, Kui
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2015, 10 (01) : 79 - 89
  • [35] Deep CNNs for Face Verification
    Lu, Xiaojun
    Wang, Yang
    Zhang, Weilin
    Ding, Song
    Jiang, Wuming
    BIOMETRIC RECOGNITION, 2016, 9967 : 85 - 92
  • [36] Face Attribute Prediction Using Off-the-Shelf CNN Features
    Zhong, Yang
    Sullivan, Josephine
    Li, Haibo
    2016 INTERNATIONAL CONFERENCE ON BIOMETRICS (ICB), 2016,
  • [37] Classification of Brain Tumors Using Deep Features Extracted Using CNN
    Basheera, Shaik
    Ram, M. Satya Sai
    INTERNATIONAL CONFERENCE ON APPLIED PHYSICS, POWER AND MATERIAL SCIENCE, 2019, 1172
  • [38] Efficient Statistical Face Recognition Using Trigonometric Series and CNN Features
    Savchenko, Andrey
    2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2018, : 3262 - 3267
  • [39] Learning deep features to recognise speech emotion using merged deep CNN
    Zhao, Jianfeng
    Mao, Xia
    Chen, Lijiang
    IET SIGNAL PROCESSING, 2018, 12 (06) : 713 - 721
  • [40] NLOS Identification in WLANs Using Deep LSTM with CNN Features
    Viet-Hung Nguyen
    Minh-Tuan Nguyen
    Choi, Jeongsik
    Kim, Yong-Hwa
    SENSORS, 2018, 18 (11)