Facial Affect Recognition
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Facial-R1: Aligning Reasoning and Recognition for Facial Emotion Analysis
arXiv:2511.10254v2 Announce Type: replace Abstract: Facial Emotion Analysis (FEA) extends traditional facial emotion recognition by incorporating explainable, fine-grained reasoning. The task integrates three subtasks: emotion recognition, facial Action Unit (AU) recognition, and AU-based emotion reasoning to model affective states jointly. While recent approaches leverage Vision-Language Models (VLMs) and achieve promising results, they face two critical limitations: (1) hallucinated...
Amazon’s Ring hit with explosive facial recognition lawsuit
Amazon’s Ring hit with explosive facial recognition lawsuit Charles Sigwalt, the plaintiff, has filed a class-action lawsuit in federal court in Seattle, asserting that Ring’s "Familiar Faces" feature retains images of passersby, including himself, without their permission - Bookmark - CommentsGo to comments Amazon is facing a new lawsuit alleging privacy violations after a Virginia resident claimed the company’s Ring doorbell cameras collected and stored images of his face using facial...
Amazon's Ring sued over facial recognition feature, latest privacy concern for doorbell maker
Amazon's Ring sued over facial recognition feature, latest privacy concern for doorbell maker SAN FRANCISCO, June 2 : Amazon was sued on Monday by a Virginia resident over what he said were privacy violations after the company's Ring doorbell cameras at friends and family members' homes collected and stored images of his face using facial recognition software. The plaintiff, Charles Sigwalt, who is seeking class-action status, sued Amazon in federal court in Seattle alleging a feature known...
Beyond Universality: The GCC-FER Dataset and Culture-Aware Adaptation for Dynamic Facial Expression Recognition
arXiv:2606.07063v1 Announce Type: cross Abstract: Dynamic Facial Expression Recognition (DFER) is a key enabling technology in affective computing, human-computer interaction, and intelligent multimedia systems. Despite the significant influence of cultural nuances on FER performance, most existing FER systems assume that emotional expressions are universally consistent across populations. This variation can be attributed to systematic differences in facial muscle activation patterns across...
Facial Expression Recognition in the Deep Learning Era: A Systematic Multi-Criteria Review of Methods, Models, Datasets, Performance, Challenges, and Future Research Directions
new Abstract: Facial Expression Recognition (FER) has advanced rapidly over the last decade, driven by the shift from handcrafted descriptors and shallow classifiers to deep convolutional, attention-based, vision-language, and foundation-model architectures, and by the parallel growth of large-scale in-the-wild benchmarks spanning categorical, dimensional, compound, micro-expression, Action Unit (AU), and intensity-estimation tasks. Yet the deep learning-based FER landscape has so far been...
Texas mom jailed over dirty water Facebook post
Jennifer Combs says she never set out to become the face of a fight over free speech, dirty water and small-town power. She says she was simply trying to help people in Trinidad, Texas, report problems with their water. Some residents had complained about discoloration, sediment, odors and health concerns.