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Recent work has indicated that, unlike humans, ImageNet-trained CNNs tend to classify images by texture rather than by shape. How pervasive is this bias, and where does it come from? We find that, when trained on datasets of images with…

计算机视觉与模式识别 · 计算机科学 2020-11-05 Katherine L. Hermann , Ting Chen , Simon Kornblith

One of the major challenges in ocular biometrics is the cross-spectral scenario, i.e., how to match images acquired in different wavelengths (typically visible (VIS) against near-infrared (NIR)). This article designs and extensively…

计算机视觉与模式识别 · 计算机科学 2019-11-22 Luiz A. Zanlorensi , Diego R. Lucio , Alceu S. Britto , Hugo Proença , David Menotti

This paper proposes the first known to us iris recognition methodology designed specifically for post-mortem samples. We propose to use deep learning-based iris segmentation models to extract highly irregular iris texture areas in…

计算机视觉与模式识别 · 计算机科学 2019-10-09 Mateusz Trokielewicz , Adam Czajka , Piotr Maciejewicz

Soft biometric attributes such as gender, ethnicity or age may provide useful information for biometrics and forensics applications. Researchers used, e.g., face, gait, iris, and hand, etc. to classify such attributes. Even though hand has…

计算机视觉与模式识别 · 计算机科学 2021-01-12 Wojciech Michal Matkowski , Adams Wai Kin Kong

This paper presents a study devoted to recognizing horses by means of their iris and periocular features using deep convolutional neural networks (DCNNs). Identification of race horses is crucial for animal identity confirmation prior to…

计算机视觉与模式识别 · 计算机科学 2018-09-05 Mateusz Trokielewicz , Mateusz Szadkowski

Objective - This study presents a biometric identification method based on topological invariants from 2D iris images, representing iris texture via formally defined digital homology and evaluating classification performance. Methods - Each…

计算机视觉与模式识别 · 计算机科学 2025-08-14 Ahmet Öztel , İsmet Karaca

Published studies have suggested the bias of automated face-based gender classification algorithms across gender-race groups. Specifically, unequal accuracy rates were obtained for women and dark-skinned people. To mitigate the bias of…

计算机视觉与模式识别 · 计算机科学 2022-08-18 Sreeraj Ramachandran , Ajita Rattani

While utilizing machine learning models, one of the most crucial aspects is how bias and fairness affect model outcomes for diverse demographics. This becomes especially relevant in the context of machine learning for medical imaging…

图像与视频处理 · 电气工程与系统科学 2023-10-19 Mahsa Dibaji , Neha Gianchandani , Akhil Nair , Mansi Singhal , Roberto Souza , Mariana Bento

Traditional monocular depth estimation suffers from inherent ambiguity and visual nuisances. We demonstrate that language can enhance monocular depth estimation by providing an additional condition (rather than images alone) aligned with…

计算机视觉与模式识别 · 计算机科学 2025-11-19 Ziyao Zeng , Jingcheng Ni , Daniel Wang , Patrick Rim , Younjoon Chung , Fengyu Yang , Byung-Woo Hong , Alex Wong

We examine the utility of implicit behavioral cues in the form of EEG brain signals and eye movements for gender recognition (GR) and emotion recognition (ER). Specifically, the examined cues are acquired via low-cost, off-the-shelf…

人机交互 · 计算机科学 2017-08-30 Maneesh Bilalpur , Seyed Mostafa Kia , Tat-Seng Chua , Ramanathan Subramanian

Predicting gender by the first name is not a simple task. In many applications, especially in the natural language processing (NLP) field, this task may be necessary, mainly when considering foreign names. In this paper, we examined and…

机器学习 · 计算机科学 2021-10-05 Rosana C. B. Rego , Verônica M. L. Silva , Victor M. Fernandes

A person's gender is a crucial piece of information when performing research across a wide range of scientific disciplines, such as medicine, sociology, political science, and economics, to name a few. However, in increasing instances,…

计算与语言 · 计算机科学 2023-08-25 Kriste Krstovski , Yao Lu , Ye Xu

Iris authentication algorithms have achieved impressive recognition performance, making them highly promising for real-world applications such as border control, citizen identification, and both criminal investigations and commercial…

计算机视觉与模式识别 · 计算机科学 2025-11-27 Geetanjali Sharma , Gaurav Jaswal , Aditya Nigam , Raghavendra Ramachandra

Implicit neural representation (INR) has proven to be accurate and efficient in various domains. In this work, we explore how different neural networks can be designed as a new texture INR, which operates in a continuous manner rather than…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Albert Kwok , Zheyuan Hu , Dounia Hammou

Despite their prevalence in society, social biases are difficult to identify, primarily because human judgements in this domain can be unreliable. We take an unsupervised approach to identifying gender bias against women at a comment level…

计算与语言 · 计算机科学 2020-10-07 Anjalie Field , Yulia Tsvetkov

We present a comprehensive analysis of how and why face recognition accuracy differs between men and women. We show that accuracy is lower for women due to the combination of (1) the impostor distribution for women having a skew toward…

计算机视觉与模式识别 · 计算机科学 2020-02-04 Vítor Albiero , Krishnapriya K. S. , Kushal Vangara , Kai Zhang , Michael C. King , Kevin W. Bowyer

Recent research has demonstrated that vector space models of semantics can reflect undesirable biases in human culture. Our investigation of crosslinguistic word embeddings reveals that topical gender bias interacts with, and is surpassed…

计算与语言 · 计算机科学 2020-05-19 Katherine McCurdy , Oguz Serbetci

Facial Expression Recognition (FER) uses images of faces to identify the emotional state of users, allowing for a closer interaction between humans and autonomous systems. Unfortunately, as the images naturally integrate some demographic…

计算机视觉与模式识别 · 计算机科学 2024-02-07 Iris Dominguez-Catena , Daniel Paternain , Mikel Galar

Post-mortem iris recognition is an emerging application of iris-based human identification in a forensic setup. One factor that may be useful in conditioning iris recognition methods is the tissue decomposition level, which is correlated…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Rasel Ahmed Bhuiyan , Adam Czajka

The interest in demographic information retrieval based on text data has increased in the research community because applications have shown success in different sectors such as security, marketing, heath-care, and others. Recognition and…

计算与语言 · 计算机科学 2021-07-07 Daniel Escobar-Grisales , Juan Camilo Vasquez-Correa , Juan Rafael Orozco-Arroyave