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Generative, ML-driven interactive systems have the potential to change how people interact with computers in creative processes - turning tools into co-creators. However, it is still unclear how we might achieve effective human-AI…

Human-Computer Interaction · Computer Science 2022-07-08 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro

Developing competency in artificial intelligence is becoming increasingly crucial for computer science (CS) students at all levels of the CS curriculum. However, most previous research focuses on advanced CS courses, as traditional…

Computers and Society · Computer Science 2025-03-26 Tahiya Chowdhury

Visualization's design knowledge-effectiveness rankings, encoding guidelines, color models, preattentive processing rules -- derives from six decades of psychophysical studies of human vision. Yet vision-language models (VLMs) increasingly…

Human-Computer Interaction · Computer Science 2026-02-03 Brian Keith-Norambuena

With the growing capabilities and pervasiveness of AI systems, societies must collectively choose between reduced human autonomy, endangered democracies and limited human rights, and AI that is aligned to human and social values, nurturing…

Artificial Intelligence · Computer Science 2023-07-13 Catholijn M. Jonker , Luciano Cavalcante Siebert , Pradeep K. Murukannaiah

As AI systems increasingly shape decision making in creative design contexts, understanding how humans engage with these tools has become a critical challenge for interactive intelligent systems research. This paper contributes a challenge…

Human-Computer Interaction · Computer Science 2025-10-29 Sean P. Walton , Ben J. Evans , Alma A. M. Rahat , James Stovold , Jakub Vincalek

As integrated circuits have become progressively more complex, constrained random stimulus has become ubiquitous as a means of stimulating a designs functionality and ensuring it fully meets expectations. In theory, random stimulus allows…

Machine Learning · Computer Science 2019-10-01 William Hughes , Sandeep Srinivasan , Rohit Suvarna , Maithilee Kulkarni

Creating meaningful visual narratives through human-AI collaboration requires understanding how text-image intertextuality emerges when textual intentions meet AI-generated visuals. We conducted a three-phase qualitative study with 15…

Human-Computer Interaction · Computer Science 2025-11-06 Mengyao Guo , Kexin Nie , Ze Gao , Black Sun , Xueyang Wang , Jinda Han , Xingting Wu

Visual reasoning is critical for a wide range of computer vision tasks that go beyond surface-level object detection and classification. Despite notable advances in relational, symbolic, temporal, causal, and commonsense reasoning, existing…

Computer Vision and Pattern Recognition · Computer Science 2025-08-15 Ayushman Sarkar , Mohd Yamani Idna Idris , Zhenyu Yu

Audio-visual correlation learning aims to capture and understand natural phenomena between audio and visual data. The rapid growth of Deep Learning propelled the development of proposals that process audio-visual data and can be observed in…

Multimedia · Computer Science 2024-12-03 Luis Vilaca , Yi Yu , Paula Vinan

Image Classification is a fundamental task in the field of computer vision that frequently serves as a benchmark for gauging advancements in Computer Vision. Over the past few years, significant progress has been made in image…

Computer Vision and Pattern Recognition · Computer Science 2023-12-06 Mahmoud Khalil , Ahmad Khalil , Alioune Ngom

The advancements in deep learning-based methods for visual perception tasks have seen astounding growth in the last decade, with widespread adoption in a plethora of application areas from autonomous driving to clinical decision support…

Computer Vision and Pattern Recognition · Computer Science 2022-11-29 Kumar Abhishek , Deeksha Kamath

Computer vision systems require large amounts of manually annotated data to properly learn challenging visual concepts. Crowdsourcing platforms offer an inexpensive method to capture human knowledge and understanding, for a vast number of…

Computer Vision and Pattern Recognition · Computer Science 2016-11-08 Adriana Kovashka , Olga Russakovsky , Li Fei-Fei , Kristen Grauman

Inspired by the fact that human brains can emphasize discriminative parts of the input and suppress irrelevant ones, substantial local mechanisms have been designed to boost the development of computer vision. They can not only focus on…

Computer Vision and Pattern Recognition · Computer Science 2023-06-06 Qiangchang Wang , Yilong Yin

Achieving fully autonomous driving with enhanced safety and efficiency relies on vehicle-to-everything cooperative perception, which enables vehicles to share perception data, thereby enhancing situational awareness and overcoming the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Tao Huang , Jianan Liu , Xi Zhou , Dinh C. Nguyen , Mostafa Rahimi Azghadi , Yuxuan Xia , Qing-Long Han , Sumei Sun

Visual knowledge is a new form of knowledge representation that can encapsulate visual concepts and their relations in a succinct, comprehensive, and interpretable manner, with a deep root in cognitive psychology. As the knowledge about the…

Artificial Intelligence · Computer Science 2024-04-09 Wenguan Wang , Yi Yang , Yunhe Pan

Autonomous agents powered by Large Language Models are transforming AI, creating an imperative for the visualization field to embrace agentic frameworks. However, our field's focus on a human in the sensemaking loop raises critical…

Human-Computer Interaction · Computer Science 2025-09-17 Vaishali Dhanoa , Anton Wolter , Gabriela Molina León , Hans-Jörg Schulz , Niklas Elmqvist

Computational approaches are beginning to be used to design dynamic visual identities fuelled by data and generative processes. In this work, we explore these computational approaches in order to generate a visual identity that creates…

Multimedia · Computer Science 2022-09-09 Sérgio M. Rebelo , Tiago Martins , Artur Rebelo , João Bicker , Penousal Machado

The collaborative design process is intrinsically complicated and dynamic, and researchers have long been exploring how to enhance efficiency in this process. As Artificial Intelligence technology evolves, it has been widely used as a…

Human-Computer Interaction · Computer Science 2025-02-25 Zhuoyi Cheng , Pei Chen , Wenzheng Song , Hongbo Zhang , Zhuoshu Li , Lingyun Sun

As the field of automated vehicles (AVs) advances, it has become increasingly critical to develop human-machine interfaces (HMI) for both internal and external communication. Critical dialogue is emerging around the potential necessity for…

Human-Computer Interaction · Computer Science 2024-03-19 Haoyu Dong , Tram Thi Minh Tran , Pavlo Bazilinskyy , Marius Hoggenmüller , Debargha Dey , Silvia Cazacu , Mervyn Franssen , Ruolin Gao

Collective Adaptive Intelligence (CAI) represent a transformative approach in embodied AI, wherein numerous autonomous agents collaborate, adapt, and self-organize to navigate complex, dynamic environments. By enabling systems to…

Artificial Intelligence · Computer Science 2025-07-02 Fan Wang , Shaoshan Liu
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