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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…

计算机视觉与模式识别 · 计算机科学 2021-09-08 Guan-Nan Dong , Chi-Man Pun , Zheng Zhang

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…

计算机视觉与模式识别 · 计算机科学 2015-07-22 Xiaoqian Qin , Xiaoyang Tan , Songcan Chen

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

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

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)…

计算机视觉与模式识别 · 计算机科学 2021-09-08 Guan-Nan Dong , Chi-Man Pun , Zheng Zhang

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

Automatic emotion recognition is a challenging task. In this paper, we present our effort for the audio-video based sub-challenge of the Emotion Recognition in the Wild (EmotiW) 2018 challenge, which requires participants to assign a single…

计算机视觉与模式识别 · 计算机科学 2018-09-18 Zheng Lian , Ya Li , Jianhua Tao , Jian Huang

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…

计算机视觉与模式识别 · 计算机科学 2020-06-03 Oualid Laiadi , Abdelmalik Ouamane , Abdelhamid Benakcha , Abdelmalik Taleb-Ahmed , Abdenour Hadid

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…

计算机视觉与模式识别 · 计算机科学 2019-06-25 Xiaoting Wu , Eric Granger , Xiaoyi Feng

Platforms and the law regulate digital content depicting minors (defined as individuals under 18 years of age) differently from other types of content. Given the sheer amount of content that needs to be assessed, machine learning-based…

计算机视觉与模式识别 · 计算机科学 2025-06-13 Klim Kireev , Ana-Maria Creţu , Raphael Meier , Sarah Adel Bargal , Elissa Redmiles , Carmela Troncoso

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…

计算机视觉与模式识别 · 计算机科学 2017-08-15 Elhocine Boutellaa , Miguel Bordallo López , Samy Ait-Aoudia , Xiaoyi Feng , Abdenour Hadid

Recent advancements in large multimodal models (LMMs) have leveraged extensive multimodal datasets to enhance capabilities in complex knowledge-driven tasks. However, persistent challenges in perceptual and reasoning errors limit their…

Large language models (LLMs) are increasingly evaluated on their ability to perform multi-hop reasoning, i.e., to combine multiple pieces of information into a coherent inference. We introduce KinshipQA, a benchmark designed to probe this…

计算与语言 · 计算机科学 2026-01-13 Tianda Sun , Dimitar Kazakov

We share our experience with the recently released WILDS benchmark, a collection of ten datasets dedicated to developing models and training strategies which are robust to domain shifts. Several experiments yield a couple of critical…

机器学习 · 计算机科学 2022-01-03 Kazuki Irie , Imanol Schlag , Róbert Csordás , Jürgen Schmidhuber

We reveal critical insights into problems of bias in state-of-the-art facial recognition (FR) systems using a novel Balanced Faces In the Wild (BFW) dataset: data balanced for gender and ethnic groups. We show variations in the optimal…

计算机视觉与模式识别 · 计算机科学 2020-04-22 Joseph P Robinson , Gennady Livitz , Yann Henon , Can Qin , Yun Fu , Samson Timoner

This paper explores privacy-compliant group-level emotion recognition ''in-the-wild'' within the EmotiW Challenge 2023. Group-level emotion recognition can be useful in many fields including social robotics, conversational agents,…

人工智能 · 计算机科学 2023-12-12 Anderson Augusma , Dominique Vaufreydaz , Frédérique Letué

This paper investigates the MM dynamics approach proposed by Han et al. (2022) for multi-modal fusion in biomedical classification tasks. The MM dynamics algorithm integrates feature-level and modality-level informativeness to dynamically…

机器学习 · 计算机科学 2024-11-04 Laura Wenderoth

Research in face recognition has seen tremendous growth over the past couple of decades. Beginning from algorithms capable of performing recognition in constrained environments, the current face recognition systems achieve very high…

计算机视觉与模式识别 · 计算机科学 2018-11-22 Maneet Singh , Richa Singh , Mayank Vatsa , Nalini Ratha , Rama Chellappa

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…

计算机视觉与模式识别 · 计算机科学 2023-12-07 El Ouanas Belabbaci , Mohammed Khammari , Ammar Chouchane , Mohcene Bessaoudi , Abdelmalik Ouamane , Yassine Himeur , Shadi Atalla , Wathiq Mansoor

Wireless foundation models (WFMs) have recently demonstrated promising capabilities, jointly performing multiple wireless functions and adapting effectively to new environments. However, while current WFMs process only one modality,…

信号处理 · 电气工程与系统科学 2026-02-20 Ahmed Aboulfotouh , Hatem Abou-Zeid