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Robotic vision applications often necessitate a wide range of visual perception tasks, such as object detection, segmentation, and identification. While there have been substantial advances in these individual tasks, integrating specialized…

Robotics · Computer Science 2024-02-26 Zijun Long , George Killick , Richard McCreadie , Gerardo Aragon Camarasa

Generating and editing a 3D scene guided by natural language poses a challenge, primarily due to the complexity of specifying the positional relations and volumetric changes within the 3D space. Recent advancements in Large Language Models…

Computer Vision and Pattern Recognition · Computer Science 2023-05-26 Yiqi Lin , Hao Wu , Ruichen Wang , Haonan Lu , Xiaodong Lin , Hui Xiong , Lin Wang

As Vision-Language Models (VLMs) advance, human-centered Assistive Technologies (ATs) for helping People with Visual Impairments (PVIs) are evolving into generalists, capable of performing multiple tasks simultaneously. However,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-26 Xin Jiang , Junwei Zheng , Ruiping Liu , Jiahang Li , Jiaming Zhang , Sven Matthiesen , Rainer Stiefelhagen

Vision-Language-Action models have achieved remarkable progress in robotic manipulation, yet they suffer from a critical limitation: a lack of 3D scene understanding. This deficiency manifests as three intertwined challenges: weak…

Robotics · Computer Science 2026-05-29 Zhongyu Xia , Yousen Tang , Bingqing Wei , Yongtao Wang

Videos make exercise instruction widely available, but they rely on visual demonstrations that blind and low vision (BLV) learners cannot see. While audio descriptions (AD) can make videos accessible, describing movements remains…

Human-Computer Interaction · Computer Science 2026-03-02 Ujjaini Das , Shreya Kappala , Meng Chen , Mina Huh , Amy Pavel

Large language models, such as OpenAI's codex and Deepmind's AlphaCode, can generate code to solve a variety of problems expressed in natural language. This technology has already been commercialised in at least one widely-used programming…

Human-Computer Interaction · Computer Science 2022-10-18 Advait Sarkar , Andrew D. Gordon , Carina Negreanu , Christian Poelitz , Sruti Srinivasa Ragavan , Ben Zorn

Large vision language models (LVLM) are the leading A.I approach for achieving a general visual understanding of the world. Models such as GPT, Claude, Gemini, and LLama can use images to understand and analyze complex visual scenes. 3D…

Computer Vision and Pattern Recognition · Computer Science 2025-07-23 Sagi Eppel

Highly Automated Vehicles (HAVs) can improve mobility for blind and visually impaired people (BVIPs). However, designing non-visual interfaces that enable them to maintain situation awareness inside the vehicle is a challenge. This paper…

Human-Computer Interaction · Computer Science 2025-07-28 Luca-Maxim Meinhardt , Enrico Rukzio

Interpretability in Vision-Language Models (VLMs) is crucial for trust, debugging, and decision-making in high-stakes applications. We introduce PixelSHAP, a model-agnostic framework extending Shapley-based analysis to structured visual…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Roni Goldshmidt

Research on 3D Vision-Language Models (3D-VLMs) is gaining increasing attention, which is crucial for developing embodied AI within 3D scenes, such as visual navigation and embodied question answering. Due to the high density of visual…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Hongyan Zhi , Peihao Chen , Junyan Li , Shuailei Ma , Xinyu Sun , Tianhang Xiang , Yinjie Lei , Mingkui Tan , Chuang Gan

Recent advancements in Vision Language Models (VLMs) have demonstrated remarkable promise in generating visually grounded responses. However, their application in the medical domain is hindered by unique challenges. For instance, most VLMs…

Computer Vision and Pattern Recognition · Computer Science 2025-02-19 Lingxiao Luo , Bingda Tang , Xuanzhong Chen , Rong Han , Ting Chen

Blind and low vision (BLV) users often rely on alt text to understand what a digital image is showing. However, recent research has investigated how touch-based image exploration on touchscreens can supplement alt text. Touchscreen-based…

Human-Computer Interaction · Computer Science 2023-02-21 Vishnu Nair , Hanxiu 'Hazel' Zhu , Brian A. Smith

Search engines enable the retrieval of unknown information with texts. However, traditional methods fall short when it comes to understanding unfamiliar visual content, such as identifying an object that the model has never seen before.…

Computer Vision and Pattern Recognition · Computer Science 2024-10-29 Zhixin Zhang , Yiyuan Zhang , Xiaohan Ding , Xiangyu Yue

In this paper, we develop a new method to automatically convert 2D line drawings from three orthographic views into 3D CAD models. Existing methods for this problem reconstruct 3D models by back-projecting the 2D observations into 3D space…

Computer Vision and Pattern Recognition · Computer Science 2023-08-11 Wentao Hu , Jia Zheng , Zixin Zhang , Xiaojun Yuan , Jian Yin , Zihan Zhou

Enabling agents to understand and interact with complex 3D scenes is a fundamental challenge for embodied artificial intelligence systems. While Multimodal Large Language Models (MLLMs) have achieved significant progress in 2D image…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Haoyuan Li , Rui Liu , Hehe Fan , Yi Yang

Empowering people who are blind or visually impaired (BVI) to enhance their orientation and mobility skills is critical to equalizing their access to social and economic opportunities. To manage this crucial challenge, we employed a novel…

Human-Computer Interaction · Computer Science 2025-05-09 Daeun Joyce Chung , Muya Guoji , Nina Mindel , Alexis Malkin , Fernando Albertorio , Shane Lowe , Chris McNally , Casandra Xavier , Paul Ruvolo

The integration of Large Language Models (LLMs) into autonomous driving has attracted growing interest for their strong reasoning and semantic understanding abilities, which are essential for handling complex decision-making and long-tail…

Computer Vision and Pattern Recognition · Computer Science 2026-03-09 Thomas Monninger , Shaoyuan Xie , Qi Alfred Chen , Sihao Ding

This paper investigates the potential of vision-language models (VLMs) to assist people with blindness and low vision (pBLV) in navigation tasks. We evaluate state-of-the-art closed-source models, including GPT-4V, GPT-4o, Gemini-1.5-Pro,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Yu Li , Yuchen Zheng , Giles Hamilton-Fletcher , Marco Mezzavilla , Yao Wang , Sundeep Rangan , Maurizio Porfiri , Zhou Yu , John-Ross Rizzo

The task of crafting procedural programs capable of generating structurally valid 3D shapes easily and intuitively remains an elusive goal in computer vision and graphics. Within the graphics community, generating procedural 3D models has…

Graphics · Computer Science 2025-03-21 Ofek Pearl , Itai Lang , Yuhua Hu , Raymond A. Yeh , Rana Hanocka

We propose CAD-Assistant, a general-purpose CAD agent for AI-assisted design. Our approach is based on a powerful Vision and Large Language Model (VLLM) as a planner and a tool-augmentation paradigm using CAD-specific tools. CAD-Assistant…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Dimitrios Mallis , Ahmet Serdar Karadeniz , Sebastian Cavada , Danila Rukhovich , Niki Foteinopoulou , Kseniya Cherenkova , Anis Kacem , Djamila Aouada
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