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To compete with existing mobile architectures, MobileViG introduces Sparse Vision Graph Attention (SVGA), a fast token-mixing operator based on the principles of GNNs. However, MobileViG scales poorly with model size, falling at most 1%…

计算机视觉与模式识别 · 计算机科学 2024-06-11 William Avery , Mustafa Munir , Radu Marculescu

Numerous techniques have been meticulously designed to achieve optimal architectures for convolutional neural networks (CNNs), yet a comparable focus on vision transformers (ViTs) has been somewhat lacking. Despite the remarkable success of…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Ke Meng , Kai Chen

Large vision-language models exhibit inherent capabilities to handle diverse visual perception tasks. In this paper, we introduce VisionReasoner, a unified framework capable of reasoning and solving multiple visual perception tasks within a…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Yuqi Liu , Tianyuan Qu , Zhisheng Zhong , Bohao Peng , Shu Liu , Bei Yu , Jiaya Jia

Multimodal large language models (MLLMs) trained with visual instruction tuning have achieved strong performance across diverse tasks, yet they remain limited in vision-centric tasks such as object counting or spatial reasoning. We…

Video understanding models often struggle with high computational requirements, extensive parameter counts, and slow inference speed, making them inefficient for practical use. To tackle these challenges, we propose Mobile-VideoGPT, an…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Abdelrahman Shaker , Muhammad Maaz , Chenhui Gou , Hamid Rezatofighi , Salman Khan , Fahad Shahbaz Khan

While foundation models (FMs), such as diffusion models and large vision-language models (LVLMs), have been widely applied in educational contexts, their ability to generate pedagogically effective visual explanations remains limited. Most…

人工智能 · 计算机科学 2025-05-29 Haonian Ji , Shi Qiu , Siyang Xin , Siwei Han , Zhaorun Chen , Dake Zhang , Hongyi Wang , Huaxiu Yao

Despite progress in Large Vision-Language Models (LVLMs), their capacity for visual reasoning is often limited by the binding problem: the failure to reliably associate perceptual features with their correct visual referents. This…

Graphical User Interface (GUI) has become one of the most significant parts of mobile applications (apps). It is a direct bridge between mobile apps and end users, which directly affects the end user's experience. Neglecting GUI quality can…

软件工程 · 计算机科学 2025-10-21 Shengcheng Yu , Chunrong Fang , Ziyuan Tuo , Quanjun Zhang , Chunyang Chen , Zhenyu Chen , Zhendong Su

Screenshot-to-code generation aims to translate user interface screenshots into executable frontend code that faithfully reproduces the target layout and style. Existing multimodal large language models perform this mapping directly from…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Jie Deng , Kaichun Yao , Libo Zhang

Creating aesthetically pleasing data visualizations remains challenging for users without design expertise or familiarity with visualization tools. To address this gap, we present DataWink, a system that enables users to create custom…

人机交互 · 计算机科学 2025-07-24 Liwenhan Xie , Yanna Lin , Can Liu , Huamin Qu , Xinhuan Shu

Data discovery from data lakes is an essential application in modern data science. While many previous studies focused on improving the efficiency and effectiveness of data discovery, little attention has been paid to the usability of such…

数据库 · 计算机科学 2025-04-04 Yihao Hu , Jin Wang , Sajjadur Rahman

Function layout, also referred to as function reordering or function placement, is one of the most effective profile-guided compiler optimizations. By reordering functions in a binary, compilers are able to greatly improve the performance…

编程语言 · 计算机科学 2022-11-18 Ellis Hoag , Kyungwoo Lee , Julián Mestre , Sergey Pupyrev

Despite the rising popularity of automated visualization tools, existing systems tend to provide direct results which do not always fit the input data or meet visualization requirements. Therefore, additional specification adjustments are…

人机交互 · 计算机科学 2021-08-24 Qing Chen , Fuling Sun , Xinyue Xu , Zui Chen , Jiazhe Wang , Nan Cao

While Large Vision-Language Models (LVLMs) have demonstrated remarkable capabilities for reasoning and self-correction at the textual level, these strengths provide minimal benefits for complex tasks centered on visual perception, such as…

计算机视觉与模式识别 · 计算机科学 2026-02-19 Jinsong Li , Xiaoyi Dong , Yuhang Zang , Yuhang Cao , Jiaqi Wang , Dahua Lin

Tracking subjects in videos is one of the most widely used functions in camera-based IoT applications such as security surveillance, smart city traffic safety enhancement, vehicle to pedestrian communication and so on. In the computer…

计算机视觉与模式识别 · 计算机科学 2023-10-06 Bryan Bo Cao , Abrar Alali , Hansi Liu , Nicholas Meegan , Marco Gruteser , Kristin Dana , Ashwin Ashok , Shubham Jain

Vision Language Models (VLMs) are increasingly deployed in autonomous vehicles and mobile systems, making it crucial to evaluate their ability to support safer decision-making in complex environments. However, existing benchmarks…

计算机视觉与模式识别 · 计算机科学 2026-01-14 Takara Taniguchi , Kuniaki Saito , Atsushi Hashimoto

Visual grounding is a common vision task that involves grounding descriptive sentences to the corresponding regions of an image. Most existing methods use independent image-text encoding and apply complex hand-crafted modules or…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Ming Dai , Lingfeng Yang , Yihao Xu , Zhenhua Feng , Wankou Yang

Spatial perception, particularly at small and medium scales, is an essential human sense but poses a significant challenge for the blind and visually impaired (BVI). Traditional learning methods for BVI individuals are often constrained by…

人机交互 · 计算机科学 2024-08-27 Xiaoqing Jing , Chun Yu , Kun Yue , Liangyou Lu , Nan Gao , Weinan Shi , Mingshan Zhang , Ruolin Wang , Yuanchun Shi

Large models are increasingly becoming autonomous agents that interact with real-world environments and use external tools to augment their static capabilities. However, most recent progress has focused on text-only large language models,…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Ruiyang Zhang , Qianguo Sun , Chao Song , Yiyan Qi , Zhedong Zheng

Short video applications have attracted billions of users in recent years, fulfilling their various needs with diverse content. Users usually watch short videos on many topics on mobile devices in a short period of time, and give explicit…

信息检索 · 计算机科学 2022-11-09 Xudong Gong , Qinlin Feng , Yuan Zhang , Jiangling Qin , Weijie Ding , Biao Li , Peng Jiang , Kun Gai