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Automated Facial Expression Recognition (FER) is challenging due to intra-class variations and inter-class similarities. FER can be especially difficult when facial expressions reflect a mixture of various emotions (aka compound…

计算机视觉与模式识别 · 计算机科学 2024-10-31 Ali Pourramezan Fard , Mohammad Mehdi Hosseini , Timothy D. Sweeny , Mohammad H. Mahoor

Depression is a prevalent mental health disorder that significantly impacts individuals' lives and well-being. Early detection and intervention are crucial for effective treatment and management of depression. Recently, there are many…

计算机视觉与模式识别 · 计算机科学 2024-08-08 Ruiqi Wang , Jinyang Huang , Jie Zhang , Xin Liu , Xiang Zhang , Zhi Liu , Peng Zhao , Sigui Chen , Xiao Sun

Micro-expression (ME) action units (Micro-AUs) provide objective clues for fine-grained genuine emotion analysis. Most existing Micro-AU detection methods learn AU features from the whole facial image/video, which conflicts with the…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Jinsheng Wei , Fengzhou Guo , Yante Li , Haoyu Chen , Guanming Lu , Guoying Zhao

In the field of face recognition, a model learns to distinguish millions of face images with fewer dimensional embedding features, and such vast information may not be properly encoded in the conventional model with a single branch. We…

计算机视觉与模式识别 · 计算机科学 2020-05-26 Yonghyun Kim , Wonpyo Park , Myung-Cheol Roh , Jongju Shin

Facial expressions, vital in non-verbal human communication, have found applications in various computer vision fields like virtual reality, gaming, and emotional AI assistants. Despite advancements, many facial expression generation models…

计算机视觉与模式识别 · 计算机科学 2024-06-14 Hamza Bouzid , Lahoucine Ballihi

Most existing approaches formulate action quality assessment and skill proficiency estimation as discriminative prediction tasks, typically producing discrete labels or scores without explicitly modeling the reasoning process underlying the…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Edoardo Bianchi , Jacopo Staiano , Antonio Liotta

This paper describes an approach to the facial action units detections. The involved action units (AU) include AU1 (Inner Brow Raiser), AU2 (Outer Brow Raiser), AU4 (Brow Lowerer), AU6 (Cheek Raise), AU12 (Lip Corner Puller), AU15 (Lip…

计算机视觉与模式识别 · 计算机科学 2020-02-11 Xianpeng Ji , Yu Ding , Lincheng Li , Yu Chen , Changjie Fan

Existing facial forgery detection methods typically focus on binary classification or pixel-level localization, providing little semantic insight into the nature of the manipulation. To address this, we introduce Forgery Attribution Report…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Jingchun Lian , Lingyu Liu , Yaxiong Wang , Yujiao Wu , Lianwei Wu , Li Zhu , Zhedong Zheng

Residual representation learning simplifies the optimization problem of learning complex functions and has been widely used by traditional convolutional neural networks. However, it has not been applied to deep neural decision forest (NDF).…

计算机视觉与模式识别 · 计算机科学 2019-08-29 Shichao Li , Kwang-Ting Cheng

Automated affective computing in the wild setting is a challenging problem in computer vision. Existing annotated databases of facial expressions in the wild are small and mostly cover discrete emotions (aka the categorical model). There…

计算机视觉与模式识别 · 计算机科学 2018-02-06 Ali Mollahosseini , Behzad Hasani , Mohammad H. Mahoor

Recent work reports disparate performance for intersectional racial groups across face recognition tasks: face verification and identification. However, the definition of those racial groups has a significant impact on the underlying…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Seyma Yucer , Furkan Tektas , Noura Al Moubayed , Toby P. Breckon

Dense facial landmark detection is one of the key elements of face processing pipeline. It is used in virtual face reenactment, emotion recognition, driver status tracking, etc. Early approaches were suitable for facial landmark detection…

计算机视觉与模式识别 · 计算机科学 2022-04-26 Kostiantyn Khabarlak , Larysa Koriashkina

With every advancement in generative AI models, forensics is under increasing pressure. The constant emergence of new generation techniques makes it impossible to collect data for each manipulation to train a deepfake detection model. Thus,…

人工智能 · 计算机科学 2026-05-20 Aritra Marik , Marcel Klemt , Anna Rohrbach

How much can we infer about an emotional voice solely from an expressive face? This intriguing question holds great potential for applications such as virtual character dubbing and aiding individuals with expressive language disorders.…

声音 · 计算机科学 2025-02-04 Jiaxin Ye , Boyuan Cao , Hongming Shan

LLM-based multimodal emotion recognition relies on static parametric memory and often hallucinates when interpreting nuanced affective states. In this paper, given that single-round retrieval-augmented generation is highly susceptible to…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Zeheng Wang , Zitong Yu , Yijie Zhu , Bo Zhao , Haochen Liang , Taorui Wang , Wei Xia , Jiayu Zhang , Zhishu Liu , Hui Ma , Fei Ma , Qi Tian

Deep Convolutional Neural Networks (DCNNs) and their variants have been widely used in large scale face recognition(FR) recently. Existing methods have achieved good performance on many FR benchmarks. However, most of them suffer from two…

计算机视觉与模式识别 · 计算机科学 2021-06-28 Jing Xu , Tszhang Guo , Yong Xu , Zenglin Xu , Kun Bai

Inspired from the assets of handcrafted and deep learning approaches, we proposed a RARITYNet: RARITY guided affective emotion learning framework to learn the appearance features and identify the emotion class of facial expressions. The…

计算机视觉与模式识别 · 计算机科学 2022-05-19 Monu Verma , Santosh Kumar Vipparthi

Age estimation from a single face image has been an essential task in the field of human-computer interaction and computer vision, which has a wide range of practical application values. Accuracy of age estimation of face images in the wild…

计算机视觉与模式识别 · 计算机科学 2019-08-16 Ke Zhang , Na Liu , Xingfang Yuan , Xinyao Guo , Ce Gao , Zhenbing Zhao , Zhanyu Ma

Attributes are semantically meaningful characteristics whose applicability widely crosses category boundaries. They are particularly important in describing and recognizing concepts where no explicit training example is given, \textit{e.g.,…

计算机视觉与模式识别 · 计算机科学 2017-05-01 Mahdi M. Kalayeh , Boqing Gong , Mubarak Shah

Recent advances in facial expression synthesis have shown promising results using diverse expression representations including facial action units. Facial action units for an elaborate facial expression synthesis need to be intuitively…

计算机视觉与模式识别 · 计算机科学 2020-07-17 Joanna Hong , Jung Uk Kim , Sangmin Lee , Yong Man Ro