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The challenge of kinship verification from facial images represents a cutting-edge and formidable frontier in the realms of pattern recognition and computer vision. This area of study holds a myriad of potential applications, spanning from…

Computer Vision and Pattern Recognition · Computer Science 2023-12-07 El Ouanas Belabbaci , Mohammed Khammari , Ammar Chouchane , Mohcene Bessaoudi , Abdelmalik Ouamane , Yassine Himeur , Shadi Atalla , Wathiq Mansoor

Kinship verification from face images is a novel and formidable challenge in the realms of pattern recognition and computer vision. This work makes notable contributions by incorporating a preprocessing technique known as Multiscale Retinex…

Computer Vision and Pattern Recognition · Computer Science 2023-12-19 Belabbaci El Ouanas , Khammari Mohammed , Chouchane Ammar , Mohcene Bessaoudi , Abdelmalik Ouamane , Akram Abderraouf Gharbi

Facial Kinship Verification is the task of determining the degree of familial relationship between two facial images. It has recently gained a lot of interest in various applications spanning forensic science, social media, and demographic…

Computer Vision and Pattern Recognition · Computer Science 2023-02-21 Nazim Bendib

Kinship verification is a long-standing research challenge in computer vision. The visual differences presented to the face have a significant effect on the recognition capabilities of the kinship systems. We argue that aggregating multiple…

Computer Vision and Pattern Recognition · Computer Science 2021-09-08 Guan-Nan Dong , Chi-Man Pun , Zheng Zhang

Early methods used face representations in kinship verification, which are less accurate than joint representations of parents' and children's facial images learned from scratch. We propose an approach featuring graph neural network…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Ali Nazari , Mohsen Ebrahimi Moghaddam , Omidreza Borzoei

Race classification is a long-standing challenge in the field of face image analysis. The investigation of salient facial features is an important task to avoid processing all face parts. Face segmentation strongly benefits several face…

Computer Vision and Pattern Recognition · Computer Science 2021-04-07 Khalil Khan , Jehad Ali , Irfan Uddin , Sahib Khan , Byeong-hee Roh

Automatic kinship verification using facial images is a relatively new and challenging research problem in computer vision. It consists in automatically predicting whether two persons have a biological kin relation by examining their facial…

Computer Vision and Pattern Recognition · Computer Science 2017-08-15 Elhocine Boutellaa , Miguel Bordallo López , Samy Ait-Aoudia , Xiaoyi Feng , Abdenour Hadid

Kinship verification from facial images has been recognized as an emerging yet challenging technique in many potential computer vision applications. In this paper, we propose a novel cross-generation feature interaction learning (CFIL)…

Computer Vision and Pattern Recognition · Computer Science 2021-09-08 Guan-Nan Dong , Chi-Man Pun , Zheng Zhang

Kinship verification aims to identify the kin relation between two given face images. It is a very challenging problem due to the lack of training data and facial similarity variations between kinship pairs. In this work, we build a novel…

Computer Vision and Pattern Recognition · Computer Science 2019-05-16 Heming Zhang , Xiaolong Wang , C. -C. Jay Kuo

One of the unsolved challenges in the field of biometrics and face recognition is Kinship Verification. This problem aims to understand if two people are family-related and how (sisters, brothers, etc.) Solving this problem can give rise to…

Computer Vision and Pattern Recognition · Computer Science 2018-09-25 Eran Dahan , Yosi Keller

Face Recognition has been studied for many decades. As opposed to traditional hand-crafted features such as LBP and HOG, much more sophisticated features can be learned automatically by deep learning methods in a data-driven way. In this…

Computer Vision and Pattern Recognition · Computer Science 2015-07-24 Jingtuo Liu , Yafeng Deng , Tao Bai , Zhengping Wei , Chang Huang

Kinship verification and kinship retrieval are emerging tasks in computer vision. Kinship verification aims at determining whether two facial images are from related people or not, while kinship retrieval is the task of retrieving possible…

Computer Vision and Pattern Recognition · Computer Science 2020-05-26 Tuan-Duy H. Nguyen , Huu-Nghia H. Nguyen , Hieu Dao

Recently, facial attribute classification (FAC) has attracted significant attention in the computer vision community. Great progress has been made along with the availability of challenging FAC datasets. However, conventional FAC methods…

Computer Vision and Pattern Recognition · Computer Science 2018-05-04 Ni Zhuang , Yan Yan , Si Chen , Hanzi Wang

This paper is a brief report to our submission to the Recognizing Families In the Wild Data Challenge (4th Edition), in conjunction with FG 2020 Forum. Automatic kinship recognition has attracted many researchers' attention for its full…

Computer Vision and Pattern Recognition · Computer Science 2020-06-02 Zhipeng Luo , Zhiguang Zhang , Zhenyu Xu , Lixuan Che

Kinship verification has a number of applications such as organizing large collections of images and recognizing resemblances among humans. In this research, first, a human study is conducted to understand the capabilities of human mind and…

Computer Vision and Pattern Recognition · Computer Science 2018-05-29 Naman Kohli , Mayank Vatsa , Richa Singh , Afzel Noore , Angshul Majumdar

the paper presents a new method color MS-BSIF learning and MS-LBP for the kinship verification is the machine's ability to identify the genetic and blood the relationship and its degree between the facial images of humans. Facial…

Computer Vision and Pattern Recognition · Computer Science 2023-12-29 Rachid Aliradi , Abdealmalik Ouamane , Abdeslam Amrane

Approaches for kinship verification often rely on cosine distances between face identification features. However, due to gender bias inherent in these features, it is hard to reliably predict whether two opposite-gender pairs are related.…

Computer Vision and Pattern Recognition · Computer Science 2020-06-03 Stefan Hörmann , Martin Knoche , Gerhard Rigoll

We introduce a deep convolutional neural networks (CNN) architecture to classify facial attributes and recognize face images simultaneously via a shared learning paradigm to improve the accuracy for facial attribute prediction and face…

Computer Vision and Pattern Recognition · Computer Science 2021-08-12 Mohammad Rasool Izadi

With the development of deep learning, Deep Metric Learning (DML) has achieved great improvements in face recognition. Specifically, the widely used softmax loss in the training process often bring large intra-class variations, and feature…

Computer Vision and Pattern Recognition · Computer Science 2018-05-02 Bowen Wu , Huaming Wu , Monica M. Y. Zhang

In this paper we consider the problem of multi-view face detection. While there has been significant research on this problem, current state-of-the-art approaches for this task require annotation of facial landmarks, e.g. TSM [25], or…

Computer Vision and Pattern Recognition · Computer Science 2015-04-22 Sachin Sudhakar Farfade , Mohammad Saberian , Li-Jia Li
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