WebApr 10, 2024 · Predictions made by deep learning models are prone to data perturbations, adversarial attacks, and out-of-distribution inputs. To build a trusted AI system, it is therefore critical to accurately quantify the prediction uncertainties. While current efforts focus on improving uncertainty quantification accuracy and efficiency, there is a need to identify … WebMar 25, 2024 · It is unclear how uncertainty affects feature learning. This work applies data uncertainty learning to face recognition, such that the feature (mean) and uncertainty …
DuaFace: : Data uncertainty in angular based loss for face …
Web2 days ago · Explainable face recognition (XFR) refers to the problem of interpreting why the recognition model matches a probe face with one identity over others. Recent studies have explored use of visual saliency maps as an explanation, but they often lack a deeper analysis in the context of face recognition. This paper starts by proposing a rigorous ... WebAs more face images from the same person provide more observations of the face, more face images may be useful for reducing the uncertainty of the representation of the face and improving the accuracy of face recognition. take one\u0027s own advice
Data Uncertainty in Face Recognition - IEEE Journals & Magazine
WebExisting approaches tend to perform poorly when the resolution of face images decreases. In this work, we aim to model the aleatoric uncertainty induced by low-image-resolution and label ambiguity for robust facial expression recognition. We propose probabilistic data uncertainty learning to capture the ambiguity induced by poor image resolution. WebIn facial expression recognition (FER), the uncertainties introduced by inherent noises like ambiguous facial expressions and inconsistent labels raise concerns about the credibility … Web2 days ago · Known as New York City Administrative Code 22-1201, the law exposed noncompliant businesses to civil damages between $500 and $5,000 for each violation. The proposed amendment from Hanif and Gutiérrez protects customers from being refused service for exercising their rights. Customers could request that their biometric data be … take one up on something