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Retrieval of family members in the wild aims at finding family members of the given subject in the dataset, which is useful in finding the lost children and analyzing the kinship. However, due to the diversity in age, gender, pose and…

Computer Vision and Pattern Recognition · Computer Science 2020-06-02 Jun Yu , Guochen Xie , Mengyan Li , Xinlong Hao

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 is the task of determining whether a parent-child, sibling, or grandparent-grandchild relationship exists between two people and is important in social media applications, forensic investigations, finding missing…

Computer Vision and Pattern Recognition · Computer Science 2021-12-06 Junyi Huang , Maxwell Benjamin Strome , Ian Jenkins , Parker Williams , Bo Feng , Yaning Wang , Roman Wang , Vaibhav Bagri , Newman Cheng , Iddo Drori

Visual kinship verification entails confirming whether or not two individuals in a given pair of images or videos share a hypothesized kin relation. As a generalized face verification task, visual kinship verification is particularly…

Computer Vision and Pattern Recognition · Computer Science 2019-06-25 Xiaoting Wu , Eric Granger , Xiaoyi Feng

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

Recognizing Families In the Wild (RFIW): an annual large-scale, multi-track automatic kinship recognition evaluation that supports various visual kin-based problems on scales much higher than ever before. Organized in conjunction with the…

Computer Vision and Pattern Recognition · Computer Science 2020-06-30 Joseph P. Robinson , Yu Yin , Zaid Khan , Ming Shao , Siyu Xia , Michael Stopa , Samson Timoner , Matthew A. Turk , Rama Chellappa , Yun Fu

In this work, we propose a deep learning-based approach for kin verification using a unified multi-task learning scheme where all kinship classes are jointly learned. This allows us to better utilize small training sets that are typical of…

Computer Vision and Pattern Recognition · Computer Science 2020-09-15 Eran Dahan , Yosi Keller

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

Recognizing Families In the Wild (RFIW), held as a data challenge in conjunction with the 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG), is a large-scale, multi-track visual kinship recognition…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Joseph P. Robinson , Can Qin , Ming Shao , Matthew A. Turk , Rama Chellappa , Yun Fu

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 present the largest kinship recognition dataset to date, Families in the Wild (FIW). Motivated by the lack of a single, unified dataset for kinship recognition, we aim to provide a dataset that captivates the interest of the research…

Computer Vision and Pattern Recognition · Computer Science 2017-05-05 Joseph P. Robinson , Ming Shao , Yue Wu , Yun Fu

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 major challenge in computer vision is to go beyond the modeling of individual objects and to investigate the bi- (one-versus-one) or tri- (one-versus-two) relationship among multiple visual entities, answering such questions as whether…

Computer Vision and Pattern Recognition · Computer Science 2015-07-22 Xiaoqian Qin , Xiaoyang Tan , Songcan Chen

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

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 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

Kinship, a soft biometric detectable in media, is fundamental for a myriad of use-cases. Despite the difficulty of detecting kinship, annual data challenges using still-images have consistently improved performances and attracted new…

Computer Vision and Pattern Recognition · Computer Science 2021-10-05 Joseph P. Robinson , Zaid Khan , Yu Yin , Ming Shao , Yun Fu

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
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