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We propose a novel probabilistic model for visual question answering (Visual QA). The key idea is to infer two sets of embeddings: one for the image and the question jointly and the other for the answers. The learning objective is to learn…

Computer Vision and Pattern Recognition · Computer Science 2018-06-12 Hexiang Hu , Wei-Lun Chao , Fei Sha

Due to the presence of political echo chambers, it becomes imperative to detect and remove subjective bias and emotionally charged language from both the text and images of political articles. However, prior work has focused on solely the…

Computers and Society · Computer Science 2025-06-24 Cedric Bernard , Xavier Pleimling , Amun Kharel , Chase Vickery

This paper addresses the problem of emotion recognition from physiological signals. Features are extracted and ranked based on their effect on classification accuracy. Different classifiers are compared. The inter-subject variability and…

Machine Learning · Statistics 2016-07-21 Varvara Kollia

Current research on visual analytics systems largely follows the research paradigm of interactive system design in the field of Human-Computer Interaction (HCI), and includes key methodologies including design requirement development based…

Human-Computer Interaction · Computer Science 2026-03-02 Xiaolong Zhang

We introduce a new test set for visual question answering (VQA) called BinaryVQA to push the limits of VQA models. Our dataset includes 7,800 questions across 1,024 images and covers a wide variety of objects, topics, and concepts. For easy…

Computer Vision and Pattern Recognition · Computer Science 2023-01-31 Ali Borji

Predicting and explaining the private information contained in an image in human-understandable terms is a complex and contextual task. This task is challenging even for large language models. To facilitate the understanding of privacy…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Alina Elena Baia , Andrea Cavallaro

Since its appearance, Visual Question Answering (VQA, i.e. answering a question posed over an image), has always been treated as a classification problem over a set of predefined answers. Despite its convenience, this classification…

Computer Vision and Pattern Recognition · Computer Science 2021-04-09 Corentin Kervadec , Grigory Antipov , Moez Baccouche , Christian Wolf

We introduce the task of Image-Set Visual Question Answering (ISVQA), which generalizes the commonly studied single-image VQA problem to multi-image settings. Taking a natural language question and a set of images as input, it aims to…

Computer Vision and Pattern Recognition · Computer Science 2020-08-28 Ankan Bansal , Yuting Zhang , Rama Chellappa

Assessing the aesthetics of an image is challenging, as it is influenced by multiple factors including composition, color, style, and high-level semantics. Existing image aesthetic assessment (IAA) methods primarily rely on human-labeled…

Computer Vision and Pattern Recognition · Computer Science 2023-06-06 Junjie Ke , Keren Ye , Jiahui Yu , Yonghui Wu , Peyman Milanfar , Feng Yang

A concept of defining images based on its own approximate ones is proposed here, which is called 'Self-ception'. In this regard, an algorithm is proposed to implement the self-ception for images, which we call it 'Image Self-ception' since…

Computer Vision and Pattern Recognition · Computer Science 2018-06-15 Hamed Shah-Hosseini

We introduce the Visual Personalization Turing Test (VPTT), a new paradigm for evaluating contextual visual personalization based on perceptual indistinguishability, rather than identity replication. A model passes the VPTT if its output…

Computer Vision and Pattern Recognition · Computer Science 2026-02-02 Rameen Abdal , James Burgess , Sergey Tulyakov , Kuan-Chieh Jackson Wang

The human visual perception system has very strong robustness and contextual awareness in a variety of image processing tasks. This robustness and the perception ability of contextual awareness is closely related to the characteristics of…

Computer Vision and Pattern Recognition · Computer Science 2019-12-24 Aiqing Fang , Xinbo Zhao , Yanning Zhang

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

Medical visual question answering (VQA) aims to answer clinically relevant questions regarding input medical images. This technique has the potential to improve the efficiency of medical professionals while relieving the burden on the…

Computer Vision and Pattern Recognition · Computer Science 2023-02-21 Xinyue Hu , Lin Gu , Kazuma Kobayashi , Qiyuan An , Qingyu Chen , Zhiyong Lu , Chang Su , Tatsuya Harada , Yingying Zhu

Automatic image captioning has recently approached human-level performance due to the latest advances in computer vision and natural language understanding. However, most of the current models can only generate plain factual descriptions…

Computer Vision and Pattern Recognition · Computer Science 2018-01-31 Quanzeng You , Hailin Jin , Jiebo Luo

We present and discuss the results of a two-year qualitative analysis of images published in IEEE Visualization (VIS) papers. Specifically, we derive a typology of 13 visualization image types, coded to distinguish visualizations and…

In this paper, we introduce an attribute-based interactive image search which can leverage human-in-the-loop feedback to iteratively refine image search results. We study active image search where human feedback is solicited exclusively in…

Computer Vision and Pattern Recognition · Computer Science 2018-09-25 Bryan A. Plummer , M. Hadi Kiapour , Shuai Zheng , Robinson Piramuthu

Image search is an essential and user-friendly method to explore vast galleries of digital images. However, existing image search methods heavily rely on proximity measurements like tag matching or image similarity, requiring precise user…

Information Retrieval · Computer Science 2023-12-06 Yilin Ye , Qian Zhu , Shishi Xiao , Kang Zhang , Wei Zeng

In order to retrieve unlabeled images by textual queries, cross-media similarity computation is a key ingredient. Although novel methods are continuously introduced, little has been done to evaluate these methods together with large-scale…

Computer Vision and Pattern Recognition · Computer Science 2018-01-09 Jianfeng Dong , Xirong Li , Duanqing Xu

We describe a novel language-independent approach to the task of determining the polarity, positive or negative, of the author's opinion on a specific topic in natural language text. In particular, weights are assigned to attributes,…

Computation and Language · Computer Science 2019-12-02 Veselin Raychev , Preslav Nakov
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