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Analysing 88 sources published from 2011 to 2021, this paper presents a first systematic review of the computer vision-based analysis of buildings and the built environments to assess its value to architectural and urban design studies.…

计算机视觉与模式识别 · 计算机科学 2022-08-02 Małgorzata B. Starzyńska , Robin Roussel , Sam Jacoby , Ali Asadipour

The exponential growth of scientific literature has driven the evolution of Automatic Survey Generation (ASG) from simple pipelines to multi-agent frameworks and commercial Deep Research agents. However, current ASG evaluation methods rely…

计算与语言 · 计算机科学 2026-02-13 Beichen Guo , Zhiyuan Wen , Jia Gu , Senzhang Wang , Haochen Shi , Ruosong Yang , Shuaiqi Liu

The growing use of automated decision-making in critical applications, such as crime prediction and college admission, has raised questions about fairness in machine learning. How can we decide whether different treatments are reasonable or…

人机交互 · 计算机科学 2023-02-21 Qianwen Wang , Zhenhua Xu , Zhutian Chen , Yong Wang , Shixia Liu , Huamin Qu

Building properties, such as height, usage, and material, play a crucial role in spatial data infrastructures, supporting various urban applications. Despite their importance, comprehensive building attribute data remain scarce in many…

计算机视觉与模式识别 · 计算机科学 2025-11-04 Xiucheng Liang , Jinheng Xie , Tianhong Zhao , Rudi Stouffs , Filip Biljecki

The emergence of Large Vision-Language Models (LVLMs) marks significant strides towards achieving general artificial intelligence. However, these advancements are accompanied by concerns about biased outputs, a challenge that has yet to be…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Sibo Wang , Xiangkui Cao , Jie Zhang , Zheng Yuan , Shiguang Shan , Xilin Chen , Wen Gao

Diffusion models have achieved remarkable success in image and video generation. However, their inherently multiple step inference process imposes substantial computational overhead, hindering real-world deployment. Accelerating diffusion…

计算机视觉与模式识别 · 计算机科学 2026-01-07 Jiajun jiao , Haowei Zhu , Puyuan Yang , Jianghui Wang , Ji Liu , Ziqiong Liu , Dong Li , Yuejian Fang , Junhai Yong , Bin Wang , Emad Barsoum

Cultural competence, defined as the ability to understand and adapt to multicultural contexts, is increasingly vital for large language models (LLMs) in global environments. While several cultural benchmarks exist to assess LLMs' cultural…

计算与语言 · 计算机科学 2025-09-16 Xinyu Zhang , Pei Zhang , Shuang Luo , Jialong Tang , Yu Wan , Baosong Yang , Fei Huang

Benchmarks for large language models (LLMs) have progressed from snippet-level function generation to repository-level issue resolution, yet they overwhelmingly target implementation correctness. Software architecture tasks remain…

软件工程 · 计算机科学 2026-03-19 Bassam Adnan , Aviral Gupta , Sreemaee Akshathala , Karthik Vaidhyanathan

Traditionally, neighborhood studies have used interviews, surveys, and manual image annotation guided by detailed protocols to identify environmental characteristics, including physical disorder, decay, street safety, and sociocultural…

人机交互 · 计算机科学 2025-10-14 Jina Kim , Leeje Jang , Yao-Yi Chiang , Guanyu Wang , Michelle C. Pasco

The diversity of painting styles represents a rich visual vocabulary for the construction of an image. The degree to which one may learn and parsimoniously capture this visual vocabulary measures our understanding of the higher level…

计算机视觉与模式识别 · 计算机科学 2017-02-10 Vincent Dumoulin , Jonathon Shlens , Manjunath Kudlur

Understanding videos inherently requires reasoning over both visual and auditory information. To properly evaluate Omni-Large Language Models (Omni-LLMs), which are capable of processing multi-modal information including vision and audio,…

多媒体 · 计算机科学 2026-05-15 Jianghan Chao , Jianzhang Gao , Wenhui Tan , Yuchong Sun , Ruihua Song , Liyun Ru

Visual design is associated with the use of some basic design elements and principles. Those are applied by the designers in the various disciplines for aesthetic purposes, relying on an intuitive and subjective process. Thus, numerical…

计算机视觉与模式识别 · 计算机科学 2021-08-10 Gozdenur Demir , Asli Cekmis , Vahit Bugra Yesilkaynak , Gozde Unal

Recent advancements in Large Vision-Language Models (LVLMs) have significantly enhanced their ability to integrate visual and linguistic information, achieving near-human proficiency in tasks like object recognition, captioning, and visual…

计算机视觉与模式识别 · 计算机科学 2025-05-14 Zhikai Wang , Jiashuo Sun , Wenqi Zhang , Zhiqiang Hu , Xin Li , Fan Wang , Deli Zhao

We present AraLingBench: a fully human annotated benchmark for evaluating the Arabic linguistic competence of large language models (LLMs). The benchmark spans five core categories: grammar, morphology, spelling, reading comprehension, and…

In this paper, we introduce an unsupervised learning approach to automatically discover, summarize, and manipulate artistic styles from large collections of paintings. Our method is based on archetypal analysis, which is an unsupervised…

机器学习 · 统计学 2018-10-03 Daan Wynen , Cordelia Schmid , Julien Mairal

With the rapid advancement of Multi-modal Large Language Models (MLLMs), several diagnostic benchmarks have recently been developed to assess these models' multi-modal reasoning proficiency. However, these benchmarks are restricted to…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Sanjoy Chowdhury , Sayan Nag , Subhrajyoti Dasgupta , Yaoting Wang , Mohamed Elhoseiny , Ruohan Gao , Dinesh Manocha

Recovering editable CAD programs from images or 3D observations is central to AI-assisted design, but progress is difficult to measure because existing evaluations are fragmented across datasets, modalities, and metrics. We introduce…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Anna C. Doris , Jacob Thomas Sony , Ghadi Nehme , Era Syla , Amin Heyrani Nobari , Faez Ahmed

In real-world vision-language applications, practitioners increasingly rely on large, pretrained foundation models rather than custom-built solutions, despite limited transparency regarding their training data and processes. While these…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Mario Koddenbrock , Rudolf Hoffmann , David Brodmann , Erik Rodner

The style of an image plays a significant role in how it is viewed, but style has received little attention in computer vision research. We describe an approach to predicting style of images, and perform a thorough evaluation of different…

计算机视觉与模式识别 · 计算机科学 2021-05-28 Sergey Karayev , Matthew Trentacoste , Helen Han , Aseem Agarwala , Trevor Darrell , Aaron Hertzmann , Holger Winnemoeller

Arabic, with its rich diversity of dialects, remains significantly underrepresented in Large Language Models, particularly in dialectal variations. We address this gap by introducing seven synthetic datasets in dialects alongside Modern…