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Datasets play a pivotal role in training visual models, facilitating the development of abstract understandings of visual features through diverse image samples and multidimensional attributes. However, in the realm of aesthetic evaluation…

Computer Vision and Pattern Recognition · Computer Science 2024-11-14 Xin Jin , Qianqian Qiao , Yi Lu , Huaye Wang , Heng Huang , Shan Gao , Jianfei Liu , Rui Li

Images in visualization publications contain rich information, e.g., novel visualization designs and implicit design patterns of visualizations. A systematic collection of these images can contribute to the community in many aspects, such…

Computer Vision and Pattern Recognition · Computer Science 2022-03-08 Dazhen Deng , Yihong Wu , Xinhuan Shu , Jiang Wu , Siwei Fu , Weiwei Cui , Yingcai Wu

Humans comprehend a natural scene at a single glance; painters and other visual artists, through their abstract representations, stressed this capacity to the limit. The performance of computer vision solutions matched that of humans in…

Computer Vision and Pattern Recognition · Computer Science 2017-12-12 Mihai Badea , Corneliu Florea , Laura Florea , Constantin Vertan

Realistic human-centric rendering plays a key role in both computer vision and computer graphics. Rapid progress has been made in the algorithm aspect over the years, yet existing human-centric rendering datasets and benchmarks are rather…

Resolution of the complex problem of image retrieval for diagram images has yet to be reached. Deep learning methods continue to excel in the fields of object detection and image classification applied to natural imagery. However, the…

Computer Vision and Pattern Recognition · Computer Science 2020-04-24 Manish Bhattarai , Diane Oyen , Juan Castorena , Liping Yang , Brendt Wohlberg

Object recognition is among the fundamental tasks in the computer vision applications, paving the path for all other image understanding operations. In every stage of progress in object recognition research, efforts have been made to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-31 Aria Salari , Abtin Djavadifar , Xiangrui Liu , Homayoun Najjaran

Image captioning has long been a pivotal task in visual understanding, with recent advancements in vision-language models (VLMs) significantly enhancing the ability to generate detailed image captions. However, the evaluation of detailed…

Computer Vision and Pattern Recognition · Computer Science 2025-03-12 Qinghao Ye , Xianhan Zeng , Fu Li , Chunyuan Li , Haoqi Fan

The goal of our research is to develop methods advancing automatic visual recognition. In order to predict the unique or multiple labels associated to an image, we study different kind of Deep Neural Networks architectures and methods for…

Computer Vision and Pattern Recognition · Computer Science 2016-10-19 Rémi Cadène , Nicolas Thome , Matthieu Cord

In 2012, AlexNet established deep convolutional neural networks (DCNNs) as the state-of-the-art in CV, as these networks soon led in visual tasks for many domains, including remote sensing. With the publication of Visual Transformers, we…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 J. Alex Hurt , Trevor M. Bajkowski , Grant J. Scott , Curt H. Davis

Access to large and diverse computer-aided design (CAD) drawings is critical for developing symbol spotting algorithms. In this paper, we present FloorPlanCAD, a large-scale real-world CAD drawing dataset containing over 10,000 floor plans,…

Computer Vision and Pattern Recognition · Computer Science 2021-12-01 Zhiwen Fan , Lingjie Zhu , Honghua Li , Xiaohao Chen , Siyu Zhu , Ping Tan

Large datasets of paired images and text have become increasingly popular for learning generic representations for vision and vision-and-language tasks. Such datasets have been built by querying search engines or collecting HTML alt-text --…

Computer Vision and Pattern Recognition · Computer Science 2021-11-23 Karan Desai , Gaurav Kaul , Zubin Aysola , Justin Johnson

Patent images are technical drawings that convey information about a patent's innovation. Patent image retrieval systems aim to search in vast collections and retrieve the most relevant images. Despite recent advances in information…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Kshitij Kavimandan , Angelos Nalmpantis , Emma Beauxis-Aussalet , Robert-Jan Sips

Current deep learning models often achieve excellent results on benchmark image-to-text datasets but fail to generate texts that are useful in practice. We argue that to close this gap, it is vital to distinguish descriptions from captions…

Computation and Language · Computer Science 2022-10-31 Elisa Kreiss , Fei Fang , Noah D. Goodman , Christopher Potts

Although data visualization is powerful for revealing patterns and communicating insights, creating effective visualizations requires familiarity with authoring tools and often disrupts the analysis flow. While large language models show…

Artificial Intelligence · Computer Science 2025-12-16 Zhihao Shuai , Boyan Li , Siyu Yan , Yuyu Luo , Weikai Yang

The success of deep learning in visual recognition tasks has driven advancements in multiple fields of research. Particularly, increasing attention has been drawn towards its application in agriculture. Nevertheless, while visual pattern…

Deep learning has been successfully appertained to solve various complex problems in the area of big data analytics to computer vision. A deep learning-powered application recently emerged is Deep Fake. It helps to create fake images and…

Computer Vision and Pattern Recognition · Computer Science 2021-09-28 Jatin Sharma , Sahil Sharma

Visual perspective taking (VPT) is the ability to perceive and reason about the perspectives of others. It is an essential feature of human intelligence, which develops over the first decade of life and requires an ability to process the 3D…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Drew Linsley , Peisen Zhou , Alekh Karkada Ashok , Akash Nagaraj , Gaurav Gaonkar , Francis E Lewis , Zygmunt Pizlo , Thomas Serre

In the past, computer vision systems for digitized documents could rely on systematically captured, high-quality scans. Today, transactions involving digital documents are more likely to start as mobile phone photo uploads taken by…

Computer Vision and Pattern Recognition · Computer Science 2021-12-20 Nikhil Maddikunta , Huijun Zhao , Sumit Keswani , Alfy Samuel , Fu-Ming Guo , Nishan Srishankar , Vishwa Pardeshi , Austin Huang

Visual image reconstruction, the decoding of perceptual content from brain activity into images, has advanced significantly with the integration of deep neural networks (DNNs) and generative models. This review traces the field's evolution…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Yukiyasu Kamitani , Misato Tanaka , Ken Shirakawa

Although AI drafting tools have gained prominence in patent writing, the systematic evaluation of AI-generated patent content quality represents a significant research gap. To address this gap, We propose to evaluate patents using…

Information Retrieval · Computer Science 2025-10-31 Yuqian Chai , Chaochao Wang , Weilei Wang
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