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Information Visualization (InfoVis) systems utilize visual representations to enhance data interpretation. Understanding how visual attention is allocated is essential for optimizing interface design. However, collecting Eye-tracking (ET)…

While AI techniques have found many successful applications in autonomous systems, many of them permit behaviours that are difficult to interpret and may lead to uncertain results. We follow the "verification as planning" paradigm and…

人工智能 · 计算机科学 2019-10-04 Hadrien Bride , Jin Song Dong , Ryan Green , Zhe Hou , Brendan Mahony , Martin Oxenham

Large Vision Language Models (LVLMs) have achieved significant progress in integrating visual and textual inputs for multimodal reasoning. However, a recurring challenge is ensuring these models utilize visual information as effectively as…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Estelle Aflalo , Gabriela Ben Melech Stan , Tiep Le , Man Luo , Shachar Rosenman , Sayak Paul , Shao-Yen Tseng , Vasudev Lal

Text-to-image (TTI) systems, particularly those utilizing open-source frameworks, have become increasingly prevalent in the production of Artificial Intelligence (AI)-generated visuals. While existing literature has explored various…

人机交互 · 计算机科学 2024-08-29 Maria-Teresa De Rosa Palmini , Laura Wagner , Eva Cetinic

We introduce a novel History-Aware VErifier (HAVE) to disambiguate uncertain scenarios online by leveraging past interactions. Robots frequently encounter visually ambiguous objects whose manipulation outcomes remain uncertain until…

机器人学 · 计算机科学 2025-09-03 Yishu Li , Xinyi Mao , Ying Yuan , Kyutae Sim , Ben Eisner , David Held

The advent of Vision Language Models (VLM) has allowed researchers to investigate the visual understanding of a neural network using natural language. Beyond object classification and detection, VLMs are capable of visual comprehension and…

计算机视觉与模式识别 · 计算机科学 2024-08-12 Haz Sameen Shahgir , Khondker Salman Sayeed , Abhik Bhattacharjee , Wasi Uddin Ahmad , Yue Dong , Rifat Shahriyar

Recent advancements in multimodal large language models have enhanced document understanding by integrating textual and visual information. However, existing models exhibit incompleteness within their paradigm in real-world scenarios,…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Zhentao He , Can Zhang , Ziheng Wu , Zhenghao Chen , Yufei Zhan , Yifan Li , Zhao Zhang , Xian Wang , Minghui Qiu

Image captioning, which generates natural language descriptions of the visual information in an image, is a crucial task in vision-language research. Previous models have typically addressed this task by aligning the generative capabilities…

计算机视觉与模式识别 · 计算机科学 2024-09-02 Qian Cao , Xu Chen , Ruihua Song , Xiting Wang , Xinting Huang , Yuchen Ren

Generative text-to-image (TTI) models produce high-quality images from short textual descriptions and are widely used in academic and creative domains. Like humans, TTI models have a worldview, a conception of the world learned from their…

机器学习 · 计算机科学 2024-02-06 Zoe De Simone , Angie Boggust , Arvind Satyanarayan , Ashia Wilson

Climate disinformation has become a major challenge in today digital world, especially with the rise of misleading images and videos shared widely on social media. These false claims are often convincing and difficult to detect, which can…

人工智能 · 计算机科学 2026-01-23 Marzieh Adeli Shamsabad , Hamed Ghodrati

Visual keyword spotting (KWS) is the problem of estimating whether a text query occurs in a given recording using only video information. This paper focuses on visual KWS for words unseen during training, a real-world, practical setting…

计算机视觉与模式识别 · 计算机科学 2018-07-27 Themos Stafylakis , Georgios Tzimiropoulos

We introduce SimplerVoice: a key message and visual description generator system to help low-literate adults navigate the information-dense world with confidence, on their own. SimplerVoice can automatically generate sensible sentences…

计算与语言 · 计算机科学 2018-11-08 Minh N. B. Nguyen , Samuel Thomas , Anne E. Gattiker , Sujatha Kashyap , Kush R. Varshney

Despite significant recent progress, machine vision systems lag considerably behind their biological counterparts in performance, scalability, and robustness. A distinctive hallmark of the brain is its ability to automatically discover and…

计算机视觉与模式识别 · 计算机科学 2019-10-14 Lichao Chen , Sudhir Singh , Thomas Kailath , Vwani Roychowdhury

AI agents that execute tasks via tool calls frequently hallucinate results - fabricating tool executions, misstating output counts, or presenting inferences as facts. Recent approaches to verifiable AI inference rely on zero-knowledge…

密码学与安全 · 计算机科学 2026-03-12 Abhinaba Basu

Pre-trained vision and language models have demonstrated state-of-the-art capabilities over existing tasks involving images and texts, including visual question answering. However, it remains unclear whether these models possess the…

计算机视觉与模式识别 · 计算机科学 2023-10-18 Yang Chen , Hexiang Hu , Yi Luan , Haitian Sun , Soravit Changpinyo , Alan Ritter , Ming-Wei Chang

We present lazy visual grounding, a two-stage approach of unsupervised object mask discovery followed by object grounding, for open-vocabulary semantic segmentation. Plenty of the previous art casts this task as pixel-to-text classification…

计算机视觉与模式识别 · 计算机科学 2024-08-12 Dahyun Kang , Minsu Cho

Vision Language models (VLMs) often hallucinate non-existent objects. Detecting hallucination is analogous to detecting deception: a single final statement is insufficient, one must examine the underlying reasoning process. Yet existing…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Abin Shoby , Ta Duc Huy , Tuan Dung Nguyen , Minh Khoi Ho , Qi Chen , Anton van den Hengel , Phi Le Nguyen , Johan W. Verjans , Vu Minh Hieu Phan

People with visual impairments face numerous challenges when interacting with their environment. Our objective is to develop a device that facilitates communication between individuals with visual impairments and their surroundings. The…

计算机视觉与模式识别 · 计算机科学 2023-07-06 Souayah Abdelkader , Mokretar Kraroubi Abderrahmene , Slimane Larabi

Neural language models are becoming the prevailing methodology for the tasks of query answering, text classification, disambiguation, completion and translation. Commonly comprised of hundreds of millions of parameters, these neural network…

机器学习 · 计算机科学 2020-05-13 Blaž Škrlj , Nika Eržen , Shane Sheehan , Saturnino Luz , Marko Robnik-Šikonja , Senja Pollak

From uncertainty quantification to real-world object detection, we recognize the importance of machine learning algorithms, particularly in safety-critical domains such as autonomous driving or medical diagnostics. In machine learning,…

计算机视觉与模式识别 · 计算机科学 2025-05-29 Carina Newen , Luca Hinkamp , Maria Ntonti , Emmanuel Müller