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Feature selection, an effective technique for dimensionality reduction, plays an important role in many machine learning systems. Supervised knowledge can significantly improve the performance. However, faced with the rapid growth of newly…

计算机视觉与模式识别 · 计算机科学 2021-07-15 Zheng Wang , Qiao Wang , Tingzhang Zhao , Xiaojun Ye

In this report we present an unsupervised image registration framework, using a pre-trained deep neural network as a feature extractor. We refer this to zero-shot learning, due to nonoverlap between training and testing dataset (none of the…

计算机视觉与模式识别 · 计算机科学 2019-08-20 Avinash Kori , Ganapathi Krishnamurthi

Although recent approaches to face normal estimation have achieved promising results, their effectiveness heavily depends on large-scale paired data for training. This paper concentrates on relieving this requirement via developing a…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Meng Wang , Wenjing Dai , Jiawan Zhang , Xiaojie Guo

We present Buffer Anytime, a framework for estimation of depth and normal maps (which we call geometric buffers) from video that eliminates the need for paired video--depth and video--normal training data. Instead of relying on large-scale…

计算机视觉与模式识别 · 计算机科学 2024-11-27 Zhengfei Kuang , Tianyuan Zhang , Kai Zhang , Hao Tan , Sai Bi , Yiwei Hu , Zexiang Xu , Milos Hasan , Gordon Wetzstein , Fujun Luan

Nowadays research has expanded to extracting auxiliary information from various biometric techniques like fingerprints, face, iris, palm and voice . This information contains some major features like gender, age, beard, mustache, scars,…

计算机视觉与模式识别 · 计算机科学 2021-02-02 Raunak Dave , Ankit Vyas , Nikita P Desai

We present a first method for the automated age estimation of buildings from unconstrained photographs. To this end, we propose a two-stage approach that firstly learns characteristic visual patterns for different building epochs at…

计算机视觉与模式识别 · 计算机科学 2018-04-20 Matthias Zeppelzauer , Miroslav Despotovic , Muntaha Sakeena , David Koch , Mario Döller

Mobile digital therapeutics for autism spectrum disorder (ASD) often target emotion recognition and evocation, which is a challenge for children with ASD. While such mobile applications often use computer vision machine learning (ML) models…

计算机视觉与模式识别 · 计算机科学 2023-11-23 Ali Kargarandehkordi , Matti Kaisti , Peter Washington

Computational facial models that capture properties of facial cues related to aging and kinship increasingly attract the attention of the research community, enabling the development of reliable methods for age progression, age estimation,…

计算机视觉与模式识别 · 计算机科学 2018-12-04 Markos Georgopoulos , Yannis Panagakis , Maja Pantic

Zero shot learning in Image Classification refers to the setting where images from some novel classes are absent in the training data but other information such as natural language descriptions or attribute vectors of the classes are…

计算机视觉与模式识别 · 计算机科学 2018-01-30 Ashish Mishra , M Shiva Krishna Reddy , Anurag Mittal , Hema A Murthy

This study investigates unsupervised anomaly action recognition, which identifies video-level abnormal-human-behavior events in an unsupervised manner without abnormal samples, and simultaneously addresses three limitations in the…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Fumiaki Sato , Ryo Hachiuma , Taiki Sekii

Age estimation systems are increasingly deployed as gatekeepers for age-restricted online content, yet their robustness to cosmetic modifications has not been systematically evaluated. We investigate whether simple, household-accessible…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Xingyu Shen , Tommy Duong , Xiaodong An , Zengqi Zhao , Zebang Hu , Haoyu Hu , Ziyou Wang , Finn Guo , Simiao Ren

Large vision-language models (LVLMs) have recently achieved significant progress, demonstrating strong capabilities in open-world visual understanding. However, it is not yet clear how LVLMs address demographic biases in real life,…

计算与语言 · 计算机科学 2025-09-23 Xuyang Wu , Yuan Wang , Hsin-Tai Wu , Zhiqiang Tao , Yi Fang

Recent research on Generalized Zero-Shot Learning (GZSL) has focused primarily on generation-based methods. However, current literature has overlooked the fundamental principles of these methods and has made limited progress in a complex…

计算机视觉与模式识别 · 计算机科学 2023-03-08 Dubing Chen , Yuming Shen , Haofeng Zhang , Philip H. S. Torr

When communicating critical information to decision-makers, one of the major challenges in visualization is whether the communication is affected by different perceptual or cognitive abilities, one major influencing factor is age. We review…

图形学 · 计算机科学 2024-08-06 S. Shao , Y. Li , A. I. Meso , N. Holliman

This paper proposes a process for a classification model for the facial expressions. The proposed process would aid in specific categorisation of children's emotions from 2 emotions namely 'Happy' and 'Sad'. Since the existing emotion…

计算机视觉与模式识别 · 计算机科学 2024-11-13 Sanchayan Vivekananthan

Zero-shot object recognition or zero-shot learning aims to transfer the object recognition ability among the semantically related categories, such as fine-grained animal or bird species. However, the images of different fine-grained objects…

计算机视觉与模式识别 · 计算机科学 2021-05-25 Zongyan Han , Zhenyong Fu , Jian Yang

We present BioMetricNet: a novel framework for deep unconstrained face verification which learns a regularized metric to compare facial features. Differently from popular methods such as FaceNet, the proposed approach does not impose any…

计算机视觉与模式识别 · 计算机科学 2020-08-14 Arslan Ali , Matteo Testa , Tiziano Bianchi , Enrico Magli

Computer vision models learn to perform a task by capturing relevant statistics from training data. It has been shown that models learn spurious age, gender, and race correlations when trained for seemingly unrelated tasks like activity…

计算机视觉与模式识别 · 计算机科学 2020-04-03 Zeyu Wang , Klint Qinami , Ioannis Christos Karakozis , Kyle Genova , Prem Nair , Kenji Hata , Olga Russakovsky

We study universal zero-shot segmentation in this work to achieve panoptic, instance, and semantic segmentation for novel categories without any training samples. Such zero-shot segmentation ability relies on inter-class relationships in…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Shuting He , Henghui Ding , Wei Jiang

We perform preliminary studies on a large longitudinal face database MORPH-II, which is a benchmark dataset in the field of computer vision and pattern recognition. First, we summarize the inconsistencies in the dataset and introduce the…

计算机视觉与模式识别 · 计算机科学 2018-11-16 Benjamin Yip , Garrett Bingham , Katherine Kempfert , Jonathan Fabish , Troy Kling , Cuixian Chen , Yishi Wang
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