stp2y

arXiv:2408.10503v1 Announce Type: new Abstract: Assessing the forensic value of hand images involves the use of unique features and patterns present in an individual's hand. The human hand has distinct characteristics, such as the pattern of veins, fingerprints, and the geometry of the hand itself. This paper investigates the use of vision transformers (ViTs) for classification of hand images. We use explainability tools to explore the internal representations of ViTs and assess their impact on the model outputs. Utilizing the internal understanding of ViTs, we introduce distillation methods that allow a student model to adaptively extract knowledge from a teacher…

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs. Source link lol

(Jirsak/Shutterstock) A new report by Deloitte reveals that while investment in GenAI is increasing, the clock is ticking to scale and create sustained value. Promising pilots have led to higher investments and rising expectations, however, it has become crucial for GenAI to start providing tangible returns. According to Deloitte, while organizations recognize the potential of GenAI and continue investing in the technology, they are also encountering significant challenges, including integration issues, a shortage of skilled talent, regulatory pressures, and technical difficulties. Gathering insights from over 2,700 business and technology leaders across the globe, Deloitte’s State of Generative AI in the…