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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…

计算机视觉与模式识别 · 计算机科学 2020-05-26 Tuan-Duy H. Nguyen , Huu-Nghia H. Nguyen , Hieu Dao

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…

计算机视觉与模式识别 · 计算机科学 2018-09-25 Eran Dahan , Yosi Keller

Recognizing blood relations using face images can be seen as an application of face recognition systems with additional restrictions. These restrictions proved to be difficult to deal with, however, recent advancements in face verification…

计算机视觉与模式识别 · 计算机科学 2020-06-24 Andrei Shadrikov

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…

计算机视觉与模式识别 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 2021-12-06 Junyi Huang , Maxwell Benjamin Strome , Ian Jenkins , Parker Williams , Bo Feng , Yaning Wang , Roman Wang , Vaibhav Bagri , Newman Cheng , Iddo Drori

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…

计算机视觉与模式识别 · 计算机科学 2020-06-09 Jun Yu , Mengyan Li , Xinlong Hao , Guochen Xie

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…

计算机视觉与模式识别 · 计算机科学 2020-09-15 Eran Dahan , Yosi Keller

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…

计算机视觉与模式识别 · 计算机科学 2023-12-19 Ammar chouchane , Mohcene Bessaoudi , Abdelmalik Ouamane

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…

计算机视觉与模式识别 · 计算机科学 2021-11-30 Joseph P. Robinson , Can Qin , Ming Shao , Matthew A. Turk , Rama Chellappa , Yun Fu

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…

计算机视觉与模式识别 · 计算机科学 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

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…

计算机视觉与模式识别 · 计算机科学 2017-05-05 Joseph P. Robinson , Ming Shao , Yue Wu , Yun Fu

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…

计算机视觉与模式识别 · 计算机科学 2020-06-02 Jun Yu , Guochen Xie , Mengyan Li , Xinlong Hao

Kinship recognition is a challenging problem with many practical applications. With much progress and milestones having been reached after ten years - we are now able to survey the research and create new milestones. We review the public…

计算机视觉与模式识别 · 计算机科学 2021-03-17 Joseph P Robinson , Ming Shao , 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.…

计算机视觉与模式识别 · 计算机科学 2020-06-03 Stefan Hörmann , Martin Knoche , Gerhard Rigoll

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…

计算机视觉与模式识别 · 计算机科学 2018-07-18 Savas Ozkan , Akin Ozkan

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…

计算机视觉与模式识别 · 计算机科学 2025-04-29 Ali Nazari , Mohsen Ebrahimi Moghaddam , Omidreza Borzoei

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…

计算机视觉与模式识别 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 2018-11-06 Mitchell Dawson , Andrew Zisserman , Christoffer Nellåker

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…

计算机视觉与模式识别 · 计算机科学 2021-10-05 Joseph P. Robinson , Zaid Khan , Yu Yin , Ming Shao , Yun Fu

Visual kinship recognition aims to identify blood relatives from facial images. Its practical application-- like in law-enforcement, video surveillance, automatic family album management, and more-- has motivated many researchers to put…

机器学习 · 计算机科学 2019-11-19 Pengyu Gao , Siyu Xia , Joseph Robinson , Junkang Zhang , Chao Xia , Ming Shao , Yun Fu
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