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Related papers: A Unified Approach to Kinship Verification

200 papers

Kinship verification is a well-explored task: identifying whether or not two persons are kin. In contrast, kinship identification has been largely ignored so far. Kinship identification aims to further identify the particular type of…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Wei Wang , Shaodi You , Sezer Karaoglu , Theo Gevers

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

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

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 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

With the propensity for deep learning models to learn unintended signals from data sets there is always the possibility that the network can `cheat' in order to solve a task. In the instance of data sets for visual kinship verification, one…

Computer Vision and Pattern Recognition · Computer Science 2018-11-06 Mitchell Dawson , Andrew Zisserman , Christoffer Nellåker

Automatic kinship verification aims to determine whether some individuals belong to the same family. It is of great research significance to help missing persons reunite with their families. In this work, the challenging problem is…

Computer Vision and Pattern Recognition · Computer Science 2020-06-09 Jun Yu , Mengyan Li , Xinlong Hao , Guochen Xie

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 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

Kinship verification is an emerging task in computer vision with multiple potential applications. However, there's no large enough kinship dataset to train a representative and robust model, which is a limitation for achieving better…

Computer Vision and Pattern Recognition · Computer Science 2023-09-21 Jia Luo Peng , Keng Wei Chang , Shang-Hong Lai

Kinship verification aims to find out whether there is a kin relation for a given pair of facial images. Kinship verification databases are born with unbalanced data. For a database with N positive kinship pairs, we naturally obtain N(N-1)…

Computer Vision and Pattern Recognition · Computer Science 2021-03-30 Wanhua Li , Shiwei Wang , Jiwen Lu , Jianjiang Feng , Jie Zhou

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

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

In this paper, we propose a kinship generator network that can synthesize a possible child face by analyzing his/her parent's photo. For this purpose, we focus on to handle the scarcity of kinship datasets throughout the paper by proposing…

Computer Vision and Pattern Recognition · Computer Science 2018-07-18 Savas Ozkan , Akin Ozkan

Kinship verification using facial photographs captured in the wild is difficult area of research in the science of computer vision. It might be used for a variety of applications, including image annotation and searching for missing…

Computer Vision and Pattern Recognition · Computer Science 2023-12-19 Ammar chouchane , Mohcene Bessaoudi , Abdelmalik Ouamane

Identifying kinship relations has garnered interest due to several applications such as organizing and tagging the enormous amount of videos being uploaded on the Internet. Existing research in kinship verification primarily focuses on…

Computer Vision and Pattern Recognition · Computer Science 2018-12-26 Naman Kohli , Daksha Yadav , Mayank Vatsa , Richa Singh , Afzel Noore

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

Automatic kinship verification from facial images is an emerging research topic in machine learning community. In this paper, we proposed an effective facial features extraction model based on multi-view deep features. Thus, we used four…

Computer Vision and Pattern Recognition · Computer Science 2020-06-03 Oualid Laiadi , Abdelmalik Ouamane , Abdelhamid Benakcha , Abdelmalik Taleb-Ahmed , Abdenour Hadid

Achieving state-of-the-art results in face verification systems typically hinges on the availability of labeled face training data, a resource that often proves challenging to acquire in substantial quantities. In this research endeavor, we…

Computer Vision and Pattern Recognition · Computer Science 2024-02-12 Enoch Solomon , Abraham Woubie , Eyael Solomon Emiru

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
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