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Video-Based Design (VBD) uses video as a primary medium for analyzing user interactions, prototyping, and generating design insights. However, current VBD workflows are constrained by labor-intensive, inconsistent manual annotations that…

人机交互 · 计算机科学 2025-11-20 Tianhao He , Evangelos Niforatos , Gerd Kortuem

Recent advances of 3D acquisition devices have enabled large-scale acquisition of 3D scene data. Such data, if completely and well annotated, can serve as useful ingredients for a wide spectrum of computer vision and graphics works such as…

计算机视觉与模式识别 · 计算机科学 2016-10-20 Duc Thanh Nguyen , Binh-Son Hua , Lap-Fai Yu , Sai-Kit Yeung

Many decision-making tasks, where both accuracy and efficiency matter, still require human supervision. For example, tasks like traffic officers reviewing hour-long dashcam footage or researchers screening conference videos can benefit from…

计算机视觉与模式识别 · 计算机科学 2025-09-24 Shenghui Chen , Po-han Li , Sandeep Chinchali , Ufuk Topcu

Recent methods for visual question answering rely on large-scale annotated datasets. Manual annotation of questions and answers for videos, however, is tedious, expensive and prevents scalability. In this work, we propose to avoid manual…

计算机视觉与模式识别 · 计算机科学 2022-05-12 Antoine Yang , Antoine Miech , Josef Sivic , Ivan Laptev , Cordelia Schmid

Annotating biomedical images for supervised learning is a complex and labor-intensive task due to data diversity and its intricate nature. In this paper, we propose an innovative method, the efficient one-pass selective annotation (EPOSA),…

图像与视频处理 · 电气工程与系统科学 2023-09-18 Yuli Wang , Peiyu Duan , Zhangxing Bian , Anqi Feng , Yuan Xue

This paper proposes a Video Graph Transformer (VGT) model for Video Quetion Answering (VideoQA). VGT's uniqueness are two-fold: 1) it designs a dynamic graph transformer module which encodes video by explicitly capturing the visual objects,…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Junbin Xiao , Pan Zhou , Tat-Seng Chua , Shuicheng Yan

Video analysis has been moving towards more detailed interpretation (e.g. segmentation) with encouraging progresses. These tasks, however, increasingly rely on densely annotated training data both in space and time. Since such annotation is…

计算机视觉与模式识别 · 计算机科学 2020-08-18 Yuzheng Xu , Yang Wu , Nur Sabrina binti Zuraimi , Shohei Nobuhara , Ko Nishino

When human annotators are given a choice about what to label in an image, they apply their own subjective judgments on what to ignore and what to mention. We refer to these noisy "human-centric" annotations as exhibiting human reporting…

计算机视觉与模式识别 · 计算机科学 2016-04-13 Ishan Misra , C. Lawrence Zitnick , Margaret Mitchell , Ross Girshick

Manual annotation of high-quality visual question answering with grounding (VQA-G) datasets, which pair visual questions with evidential grounding, is crucial for advancing vision-language models (VLMs), but remains unscalable. Existing…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Rongsheng Hu , Runwei Guan , Yicheng Di , Jiayu Bao , Yuan Liu

Eye gaze is considered an important indicator for understanding and predicting user behaviour, as well as directing their attention across various domains including advertisement design, human-computer interaction and film viewing. In this…

软件工程 · 计算机科学 2024-11-21 Karolina Trajkovska , Matjaž Kljun , Klen Čopič Pucihar

Computer vision methods are increasingly used for the automated analysis of large volumes of video data collected through camera traps, drones, or direct observations of animals in the wild. While recent advances have focused primarily on…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Ozan Kanbertay , Richard Vogg , Elif Karakoc , Peter M. Kappeler , Claudia Fichtel , Alexander S. Ecker

Build accurate DNN models requires training on large labeled, context specific datasets, especially those matching the target scenario. We believe advances in wireless localization, working in unison with cameras, can produce automated…

计算机视觉与模式识别 · 计算机科学 2018-10-11 Zhujun Xiao , Yanzi Zhu , Yuxin Chen , Ben Y. Zhao , Junchen Jiang , Haitao Zheng

The rapid growth of user-generated (video) content (UGC) has driven increased demand for research on no-reference (NR) perceptual video quality assessment (VQA). NR-VQA is a key component for large-scale video quality monitoring in social…

图像与视频处理 · 电气工程与系统科学 2025-08-15 Xinyi Wang , Angeliki Katsenou , David Bull

As artificial intelligence-generated content (AIGC) continues to evolve, video-to-audio (V2A) generation has emerged as a key area with promising applications in multimedia editing, augmented reality, and automated content creation. While…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Yuhuan You , Xihong Wu , Tianshu Qu

Recording lectures is a normal task for online educators, and a graphics tablet is a great tool for that. However, it is very expensive for many instructors. In this paper, we propose an alternative called "DIY Graphics Tab" that functions…

人机交互 · 计算机科学 2022-09-30 Mohammad Imrul Jubair , Arafat Ibne Yousuf , Tashfiq Ahmed , Hasanath Jamy , Foisal Reza , Mohsena Ashraf

This specification defines a protocol for retrieving image data from a variety of astronomical image repositories through a uniform interface. The interface is meant to be reasonably simple to implement by service providers. A query…

天体物理仪器与方法 · 物理学 2019-05-22 Doug Tody , Ray Plante , Paul Harrison

Video understanding has received more attention in the past few years due to the availability of several large-scale video datasets. However, annotating large-scale video datasets are cost-intensive. In this work, we propose a…

计算机视觉与模式识别 · 计算机科学 2020-11-30 Soroosh Poorgholi , Osman Semih Kayhan , Jan C. van Gemert

In recent years, people have increasingly used AI to help them with their problems by asking questions on different topics. One of these topics can be software-related and programming questions. In this work, we focus on the questions which…

计算机视觉与模式识别 · 计算机科学 2024-05-20 Motahhare Mirzaei , Mohammad Javad Pirhadi , Sauleh Eetemadi

With the rapid advancement of video generation models such as Sora, video quality assessment (VQA) is becoming increasingly crucial for selecting high-quality videos from large-scale datasets used in pre-training. Traditional VQA methods,…

计算机视觉与模式识别 · 计算机科学 2025-09-16 Yanyun Pu , Kehan Li , Zeyi Huang , Zhijie Zhong , Kaixiang Yang

We propose Compressed Video Aggregator (CVA), a lightweight micro-video recommendation module that decouples video information from preference learning. It aggregates frozen VFM embeddings, and uses latent reasoning without cross-attention…

机器学习 · 计算机科学 2026-05-12 Yang Xiao , Huiyuan Chen , Kaiyuan Deng , Chao Jiang , Zinan Ling , Ruimeng Ye , Xiaolong Ma , Bo Hui