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Video text-based visual question answering (Video TextVQA) task aims to answer questions about videos by leveraging the visual text appearing within the videos. This task poses significant challenges, requiring models to accurately perceive…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Haibin He , Qihuang Zhong , Juhua Liu , Bo Du , Peng Wang , Jing Zhang

The reliance on language in Vision-Language-Action (VLA) models introduces ambiguity, cognitive overhead, and difficulties in precise object identification and sequential task execution, particularly in environments with multiple visually…

机器人学 · 计算机科学 2026-03-02 Donggeon Kim , Seungwon Jan , Hyeonjun Park , Daegyu Lim

In this paper, we present the VideoLLaMA 2, a set of Video Large Language Models (Video-LLMs) designed to enhance spatial-temporal modeling and audio understanding in video and audio-oriented tasks. Building upon its predecessor, VideoLLaMA…

计算机视觉与模式识别 · 计算机科学 2024-10-31 Zesen Cheng , Sicong Leng , Hang Zhang , Yifei Xin , Xin Li , Guanzheng Chen , Yongxin Zhu , Wenqi Zhang , Ziyang Luo , Deli Zhao , Lidong Bing

AI-driven video analytics has become increasingly important across diverse domains. However, existing systems are often constrained to specific, predefined tasks, limiting their adaptability in open-ended analytical scenarios. The recent…

计算机视觉与模式识别 · 计算机科学 2025-11-03 Yuxuan Yan , Shiqi Jiang , Ting Cao , Yifan Yang , Qianqian Yang , Yuanchao Shu , Yuqing Yang , Lili Qiu

We demonstrate ViDA-MAN, a digital-human agent for multi-modal interaction, which offers realtime audio-visual responses to instant speech inquiries. Compared to traditional text or voice-based system, ViDA-MAN offers human-like…

计算机视觉与模式识别 · 计算机科学 2021-10-27 Tong Shen , Jiawei Zuo , Fan Shi , Jin Zhang , Liqin Jiang , Meng Chen , Zhengchen Zhang , Wei Zhang , Xiaodong He , Tao Mei

The human brain uses selective attention to filter perceptual input so that only the components that are useful for behaviour are processed using its limited computational resources. We focus on one particular form of visual attention known…

神经元与认知 · 定量生物学 2020-08-31 Sam Blakeman , Denis Mareschal

Augmented Reality (AR) devices, emerging as prominent mobile interaction platforms, face challenges in user safety, particularly concerning oncoming vehicles. While some solutions leverage onboard camera arrays, these cameras often have…

计算机视觉与模式识别 · 计算机科学 2024-09-06 Renjie Wu , Hu Wang , Feras Dayoub , Hsiang-Ting Chen

Video-based Question Answering (Video QA) is a challenging task and becomes even more intricate when addressing Socially Intelligent Question Answering (SIQA). SIQA requires context understanding, temporal reasoning, and the integration of…

计算机视觉与模式识别 · 计算机科学 2024-04-23 Aviral Agrawal , Carlos Mateo Samudio Lezcano , Iqui Balam Heredia-Marin , Prabhdeep Singh Sethi

Detailed image captioning is essential for tasks like data generation and aiding visually impaired individuals. High-quality captions require a balance between precision and recall, which remains challenging for current multimodal large…

计算机视觉与模式识别 · 计算机科学 2025-06-05 Mingi Jung , Saehyung Lee , Eunji Kim , Sungroh Yoon

We investigate methods of segmenting, visualizing, and indexing presentation videos by separately considering audio and visual data. The audio track is segmented by speaker, and augmented with key phrases which are extracted using an…

多媒体 · 计算机科学 2007-05-23 Alexander Haubold , John R. Kender

Speech enhancement plays an essential role in various applications, and the integration of visual information has been demonstrated to bring substantial advantages. However, the majority of current research concentrates on the examination…

声音 · 计算机科学 2025-04-03 Xinyuan Qian , Jiaran Gao , Yaodan Zhang , Qiquan Zhang , Hexin Liu , Leibny Paola Garcia , Haizhou Li

The architecture of multimodal large language models (MLLMs) commonly connects a vision encoder, often based on CLIP-ViT, to a large language model. While CLIP-ViT works well for capturing global image features, it struggles to model local…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Haoran Lou , Chunxiao Fan , Ziyan Liu , Yuexin Wu , Xinliang Wang

Printed documents continue to be a challenge for blind, low-vision, and other print-disabled (BLV) individuals. In this paper, we focus on the specific problem of (in-)accessibility of internal references to citations, footnotes, figures,…

计算机视觉与模式识别 · 计算机科学 2022-06-27 Anukriti Kumar , Tanuja Ganu , Saikat Guha

Long video understanding poses unique challenges due to their temporal complexity and low information density. Recent works address this task by sampling numerous frames or incorporating auxiliary tools using LLMs, both of which result in…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Zeyuan Yang , Delin Chen , Xueyang Yu , Maohao Shen , Chuang Gan

Large multimodal models (LMMs) have enabled new AI-powered applications that help people with visual impairments (PVI) receive natural language descriptions of their surroundings through audible text. We investigated how this emerging…

人机交互 · 计算机科学 2025-02-25 Jingyi Xie , Rui Yu , He Zhang , Syed Masum Billah , Sooyeon Lee , John M. Carroll

People who are blind or have low vision (BLV) may hesitate to travel independently in unfamiliar environments due to uncertainty about the physical landscape. While most tools focus on in-situ navigation, those exploring pre-travel…

人机交互 · 计算机科学 2025-04-15 Gaurav Jain , Leah Findlater , Cole Gleason

People with visual impairment (PVI) must interact with a world they cannot see. Remote sighted assistance has emerged as a conversational/social support system. We interviewed participants who either provide or receive assistance via a…

人机交互 · 计算机科学 2018-12-04 Sooyeon Lee , Madison Reddie , Krish Gurdasani , Xiying Wang , Jordan Beck , Mary Beth Rosson , John M. Carroll

Audio description (AD) is a crucial accessibility service provided to blind persons and persons with visual impairment, designed to convey visual information in acoustic form. Despite recent advancements in multilingual machine translation…

计算与语言 · 计算机科学 2024-11-25 Lukas Fischer , Yingqiang Gao , Alexa Lintner , Sarah Ebling

Vision-and-Language Navigation (VLN) requires agents to interpret natural language instructions and act coherently in visually rich environments. However, most existing methods rely on reactive state-action mappings without explicitly…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Weiye Zhu , Zekai Zhang , Xiangchen Wang , Hewei Pan , Teng Wang , Tiantian Geng , Rongtao Xu , Feng Zheng

For individuals with blindness or low vision (BLV), navigating complex environments can pose serious risks. Large Vision-Language Models (LVLMs) show promise for generating scene descriptions, but their effectiveness for BLV users remains…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Na Min An , Eunki Kim , Wan Ju Kang , Sangryul Kim , James Thorne , Hyunjung Shim