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The rapid proliferation of generative components, such as LoRAs, has created a vast but unstructured ecosystem. Existing discovery methods depend on unreliable user descriptions or biased popularity metrics, hindering usability. We present…

Artificial Intelligence · Computer Science 2025-12-10 Shahar Sarfaty , Adi Haviv , Uri Hacohen , Niva Elkin-Koren , Roi Livni , Amit H. Bermano

Data visualizations are central to scientific communication, journalism, and everyday decision-making, yet they are frequently prone to errors that can distort interpretation or mislead audiences. Rule-based visualization linters can flag…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Valentin Bonas , Martin Sinnona , Viviana Siless , Emmanuel Iarussi

Recent advances in multimodal large language models (MLLMs) have expanded research in video understanding, primarily focusing on high-level tasks such as video captioning and question-answering. Meanwhile, a smaller body of work addresses…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Ali Athar , Xueqing Deng , Liang-Chieh Chen

VisionScores presents a novel proposal being the first system-segmented image score dataset, aiming to offer structure-rich, high information-density images for machine and deep learning tasks. Delimited to two-handed piano pieces, it was…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Alejandro Romero Amezcua , Mariano José Juan Rivera Meraz

Significant progress has been achieved in Computer Vision by leveraging large-scale image datasets. However, large-scale datasets for complex Computer Vision tasks beyond classification are still limited. This paper proposed a large-scale…

Computer Vision and Pattern Recognition · Computer Science 2021-03-09 Jiahong Wu , He Zheng , Bo Zhao , Yixin Li , Baoming Yan , Rui Liang , Wenjia Wang , Shipei Zhou , Guosen Lin , Yanwei Fu , Yizhou Wang , Yonggang Wang

Text is an integral but understudied component of visualization design. Although recent studies have examined how text elements (e.g., titles and annotations) influence comprehension, preferences, and predictions, many questions remain…

Human-Computer Interaction · Computer Science 2025-07-17 Chase Stokes , Anjana Arunkumar , Marti A. Hearst , Lace Padilla

We present and discuss the results of a two-year qualitative analysis of images published in IEEE Visualization (VIS) papers. Specifically, we derive a typology of 13 visualization image types, coded to distinguish visualizations and…

Large-scale datasets are essential to modern day deep learning. Advocates argue that understanding these methods requires dataset transparency (e.g. "dataset curation, motivation, composition, collection process, etc..."). However, almost…

Computer Vision and Pattern Recognition · Computer Science 2023-06-27 Nadine Chang , Francesco Ferroni , Michael J. Tarr , Martial Hebert , Deva Ramanan

Personalized image generative models are highly proficient at synthesizing images from text or a single image, yet they lack explicit control for composing objects from specific parts of multiple source images without user specified masks…

Computer Vision and Pattern Recognition · Computer Science 2025-10-23 Shivam Singh , Yiming Chen , Agneet Chatterjee , Amit Raj , James Hays , Yezhou Yang , Chitta Baral

The latent representation in learned image compression encompasses channel-wise, local spatial, and global spatial correlations, which are essential for the entropy model to capture for conditional entropy minimization. Efficiently…

Image and Video Processing · Electrical Eng. & Systems 2025-10-29 Wei Jiang , Jiayu Yang , Yongqi Zhai , Feng Gao , Ronggang Wang

The growing volume of digital images necessitates advanced systems for efficient categorization and retrieval, presenting a significant challenge in database management and information retrieval. This paper introduces PICS (Pipeline for…

Computer Vision and Pattern Recognition · Computer Science 2024-02-16 Grant Rosario , David Noever

This paper introduces a public dataset of 1.4 million procedurally-generated bicycle designs represented parametrically, as JSON files, and as rasterized images. The dataset is created through the use of a rendering engine which harnesses…

Computer Vision and Pattern Recognition · Computer Science 2024-02-13 Lyle Regenwetter , Yazan Abu Obaideh , Amin Heyrani Nobari , Faez Ahmed

Controllable video synthesis is a central challenge in computer vision, yet current models struggle with fine grained control beyond textual prompts, particularly for cinematic attributes like camera trajectory and genre. Existing datasets…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Zahra Dehghanian , Morteza Abolghasemi , Hamid Beigy , Hamid R. Rabiee

Large Language Models (LLMs) offer vast potential for creative ideation; however, their standard interaction paradigm often produces unstructured textual outputs that lead users to prematurely converge on sub-optimal ideas-a phenomenon…

Human-Computer Interaction · Computer Science 2026-04-14 Anqi Wang , Bingqian Wang , Huiyang Chen , Keqing Jiao , Lei Han , Xin Tong , Pan Hui

In this paper, we address the challenges of automatic metadata annotation in the domain of Galleries, Libraries, Archives, and Museums (GLAMs) by introducing a novel dataset, EUFCC340K, collected from the Europeana portal. Comprising over…

Computer Vision and Pattern Recognition · Computer Science 2024-06-05 Francesc Net , Marc Folia , Pep Casals , Andrew D. Bagdanov , Lluis Gomez

We argue that diffusion models' success in modeling complex distributions is, for the most part, coming from their input conditioning. This paper investigates the representation used to condition diffusion models from the perspective that…

Computer Vision and Pattern Recognition · Computer Science 2026-01-07 Samuel Lavoie , Michael Noukhovitch , Aaron Courville

Learning to fuse vision and language information and representing them is an important research problem with many applications. Recent progresses have leveraged the ideas of pre-training (from language modeling) and attention layers in…

Computer Vision and Pattern Recognition · Computer Science 2020-10-08 Bowen Zhang , Hexiang Hu , Vihan Jain , Eugene Ie , Fei Sha

Screen user interfaces (UIs) and infographics, sharing similar visual language and design principles, play important roles in human communication and human-machine interaction. We introduce ScreenAI, a vision-language model that specializes…

Computer Vision and Pattern Recognition · Computer Science 2024-07-08 Gilles Baechler , Srinivas Sunkara , Maria Wang , Fedir Zubach , Hassan Mansoor , Vincent Etter , Victor Cărbune , Jason Lin , Jindong Chen , Abhanshu Sharma

We present Pix2Cap-COCO, the first panoptic pixel-level caption dataset designed to advance fine-grained visual understanding. To achieve this, we carefully design an automated annotation pipeline that prompts GPT-4V to generate…

Computer Vision and Pattern Recognition · Computer Science 2025-01-24 Zuyao You , Junke Wang , Lingyu Kong , Bo He , Zuxuan Wu

Educational diagrams -- labeled illustrations of biological processes, chemical structures, physical systems, and mathematical concepts -- are essential cognitive tools in K-12 instruction. Yet no existing method can generate them both…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Dikshant Kukreja , Kshitij Sah , Karan Goyal , Mukesh Mohania , Vikram Goyal