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Audio-visual feature synchronization for real-time speech enhancement in hearing aids represents a progressive approach to improving speech intelligibility and user experience, particularly in strong noisy backgrounds. This approach…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-28 Nasir Saleem , Mandar Gogate , Kia Dashtipour , Adeel Hussain , Usman Anwar , Adewale Adetomi , Tughrul Arslan , Amir Hussain

Reading measurement instruments is effortless for humans and requires relatively little domain expertise, yet it remains surprisingly challenging for current vision-language models (VLMs) as we find in preliminary evaluation. In this work,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Fenfen Lin , Yesheng Liu , Haiyu Xu , Chen Yue , Zheqi He , Mingxuan Zhao , Miguel Hu Chen , Jiakang Liu , JG Yao , Xi Yang

We present EgoBlind, the first egocentric VideoQA dataset collected from blind individuals to evaluate the assistive capabilities of contemporary multimodal large language models (MLLMs). EgoBlind comprises 1,392 first-person videos from…

Computer Vision and Pattern Recognition · Computer Science 2025-11-04 Junbin Xiao , Nanxin Huang , Hao Qiu , Zhulin Tao , Xun Yang , Richang Hong , Meng Wang , Angela Yao

Vision-language model (VLM) embeddings have been shown to encode biases present in their training data, such as societal biases that prescribe negative characteristics to members of various racial and gender identities. VLMs are being…

Computer Vision and Pattern Recognition · Computer Science 2024-11-08 Walter Gerych , Haoran Zhang , Kimia Hamidieh , Eileen Pan , Maanas Sharma , Thomas Hartvigsen , Marzyeh Ghassemi

We introduce ViFiCon, a self-supervised contrastive scheme which learns a cross-modal association between vision and wireless modalities. Specifically, the system uses pedestrian data collected from RGB-D camera footage and WiFi Fine Time…

Computer Vision and Pattern Recognition · Computer Science 2026-04-27 Nicholas Meegan , Hansi Liu , Bryan Bo Cao , Abrar Alali , Kristin Dana , Marco Gruteser , Shubham Jain , Ashwin Ashok

As Vision-Language Models (VLMs) are increasingly deployed as autonomous cognitive cores for embodied assistants, evaluating their privacy awareness in physical environments becomes critical. Unlike digital chatbots, these agents operate in…

Cryptography and Security · Computer Science 2026-05-11 Junran Wang , Xinjie Shen , Zehao Jin , Pan Li

The ability to read, understand and find important information from written text is a critical skill in our daily lives for our independence, comfort and safety. However, a significant part of our society is affected by partial vision…

Computer Vision and Pattern Recognition · Computer Science 2024-04-16 Wiktor Mucha , Florin Cuconasu , Naome A. Etori , Valia Kalokyri , Giovanni Trappolini

Virtual and augmented reality (VR/AR) systems are emerging technologies requiring data rates of multiple Gbps. Existing high quality VR headsets require connections through HDMI cables to a computer rendering rich graphic contents to meet…

Networking and Internet Architecture · Computer Science 2019-04-09 Mahmudur Khan , Jacob Chakareski

Vision-Language Models (VLMs) and Multi-Modal Language models (MMLMs) have become prominent in autonomous driving research, as these models can provide interpretable textual reasoning and responses for end-to-end autonomous driving safety…

Computer Vision and Pattern Recognition · Computer Science 2024-05-10 Akshay Gopalkrishnan , Ross Greer , Mohan Trivedi

The rapid advance of Large Language Models (LLMs) has catalyzed the development of Vision-Language Models (VLMs). Monolithic VLMs, which avoid modality-specific encoders, offer a promising alternative to the compositional ones but face the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-11 Chenxin Tao , Shiqian Su , Xizhou Zhu , Chenyu Zhang , Zhe Chen , Jiawen Liu , Wenhai Wang , Lewei Lu , Gao Huang , Yu Qiao , Jifeng Dai

Ultrasound acquisition requires skilled probe manipulation and real-time adjustments. Vision-language models (VLMs) could enable autonomous ultrasound systems, but existing benchmarks evaluate only static images, not dynamic procedural…

Computer Vision and Pattern Recognition · Computer Science 2026-04-20 Xucheng Wang , Xiaoman Zhang , Sung Eun Kim , Ankit Pal , Pranav Rajpurkar

As a long-term vision in the field of artificial intelligence, the core goal of embodied intelligence is to improve the perception, understanding, and interaction capabilities of agents and the environment. Vision-language navigation (VLN),…

Robotics · Computer Science 2024-03-21 Peng Gao , Peng Wang , Feng Gao , Fei Wang , Ruyue Yuan

Effective visual accessibility in Virtual Reality (VR) is crucial for Blind and Low Vision (BLV) users. However, designing visual accessibility systems is challenging due to the complexity of 3D VR environments and the need for techniques…

Human-Computer Interaction · Computer Science 2025-02-07 Junlong Chen , Rosella P. Galindo Esparza , Vanja Garaj , Per Ola Kristensson , John Dudley

Visual speech recognition (VSR) is the task of recognizing spoken language from video input only, without any audio. VSR has many applications as an assistive technology, especially if it could be deployed in mobile devices and embedded…

Computation and Language · Computer Science 2019-06-06 Nilay Shrivastava , Astitwa Saxena , Yaman Kumar , Rajiv Ratn Shah , Debanjan Mahata , Amanda Stent

Recently, researchers have gradually realized that in some cases, the self-supervised pre-training on large-scale Internet data is better than that of high-quality/manually labeled data sets, and multimodal/large models are better than…

Sound · Computer Science 2023-08-08 Sen Fang , Yangjian Wu , Bowen Gao , Jingwen Cai , Teik Toe Teoh

Aligning objects with corresponding textual descriptions is a fundamental challenge and a realistic requirement in vision-language understanding. While recent multimodal embedding models excel at global image-text alignment, they often…

Computer Vision and Pattern Recognition · Computer Science 2026-02-04 Shenghao Fu , Yukun Su , Fengyun Rao , Jing Lyu , Xiaohua Xie , Wei-Shi Zheng

It has already been observed that audio-visual embedding is more robust than uni-modality embedding for person verification. Here, we proposed a novel audio-visual strategy that considers aggregators from a fusion perspective. First, we…

Computer Vision and Pattern Recognition · Computer Science 2022-10-27 Peiwen Sun , Shanshan Zhang , Zishan Liu , Yougen Yuan , Taotao Zhang , Honggang Zhang , Pengfei Hu

Vision-language models (VLMs) are essential to Embodied AI, enabling robots to perceive, reason, and act in complex environments. They also serve as the foundation for the recent Vision-Language-Action (VLA) models. Yet most evaluations of…

Visual bird's eye view (BEV) perception, due to its excellent perceptual capabilities, is progressively replacing costly LiDAR-based perception systems, especially in the realm of urban intelligent driving. However, this type of perception…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Lei He , Qiaoyi Wang , Honglin Sun , Qing Xu , Bolin Gao , Shengbo Eben Li , Jianqiang Wang , Keqiang Li

The growing role that artificial intelligence and specifically machine learning is playing in shaping the future of wireless communications has opened up many new and intriguing research directions. This paper motivates the research in the…

Machine Learning · Computer Science 2020-04-23 Muhammad Alrabeiah , Andrew Hredzak , Zhenhao Liu , Ahmed Alkhateeb
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