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This paper presents CircleID, a large-scale ICDAR 2026 competition on writer identification and pen classification from scanned hand-drawn circles. The primary objective is to investigate how biometric writer characteristics and physical…

Computer Vision and Pattern Recognition · Computer Science 2026-05-21 Thomas Gorges , Janne van der Loop , Lukas Hüttner , Linda-Sophie Schneider , Fei Wu , Mathias Seuret , Vincent Christlein

The requiring of large amounts of annotated training data has become a common constraint on various deep learning systems. In this paper, we propose a weakly supervised scene text detection method (WeText) that trains robust and accurate…

Computer Vision and Pattern Recognition · Computer Science 2017-10-16 Shangxuan Tian , Shijian Lu , Chongshou Li

This paper introduces the system submitted by dun_oscar team for the ICPR MSR Challenge. Three subsystems for task1-task3 are descripted respectively. In task1, we develop a visual system which includes a OCR model, a text tracker, and a…

Computation and Language · Computer Science 2023-03-14 Binbin Du , Rui Deng , Yingxin Zhang

This paper reviews the MARS2 2025 Challenge on Multimodal Reasoning. We aim to bring together different approaches in multimodal machine learning and LLMs via a large benchmark. We hope it better allows researchers to follow the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-18 Peng Xu , Shengwu Xiong , Jiajun Zhang , Yaxiong Chen , Bowen Zhou , Chen Change Loy , David A. Clifton , Kyoung Mu Lee , Luc Van Gool , Ruiming He , Ruilin Yao , Xinwei Long , Jirui Huang , Kai Tian , Sa Yang , Yihua Shao , Jin Feng , Yue Zhong , Jiakai Zhou , Cheng Tang , Tianyu Zou , Yifang Zhang , Junming Liang , Guoyou Li , Zhaoxiang Wang , Qiang Zhou , Yichen Zhao , Shili Xiong , Hyeongjin Nam , Jaerin Lee , Jaeyoung Chung , JoonKyu Park , Junghun Oh , Kanggeon Lee , Wooseok Lee , Juneyoung Ro , Turghun Osman , Can Hu , Chaoyang Liao , Cheng Chen , Chengcheng Han , Chenhao Qiu , Chong Peng , Cong Xu , Dailin Li , Feiyu Wang , Feng Gao , Guibo Zhu , Guopeng Tang , Haibo Lu , Han Fang , Han Qi , Hanxiao Wu , Haobo Cheng , Hongbo Sun , Hongyao Chen , Huayong Hu , Hui Li , Jiaheng Ma , Jiang Yu , Jianing Wang , Jie Yang , Jing He , Jinglin Zhou , Jingxuan Li , Josef Kittler , Lihao Zheng , Linnan Zhao , Mengxi Jia , Muyang Yan , Nguyen Thanh Thien , Pu Luo , Qi Li , Shien Song , Shijie Dong , Shuai Shao , Shutao Li , Taofeng Xue , Tianyang Xu , Tianyi Gao , Tingting Li , Wei Zhang , Weiyang Su , Xiaodong Dong , Xiao-Jun Wu , Xiaopeng Zhou , Xin Chen , Xin Wei , Xinyi You , Xudong Kang , Xujie Zhou , Xusheng Liu , Yanan Wang , Yanbin Huang , Yang Liu , Yang Yang , Yanglin Deng , Yashu Kang , Ye Yuan , Yi Wen , Yicen Tian , Yilin Tao , Yin Tang , Yipeng Lin , Yiqing Wang , Yiting Xi , Yongkang Yu , Yumei Li , Yuxin Qin , Yuying Chen , Yuzhe Cen , Zhaofan Zou , Zhaohong Liu , Zhehao Shen , Zhenglin Du , Zhengyang Li , Zhenni Huang , Zhenwei Shao , Zhilong Song , Zhiyong Feng , Zhiyu Wang , Zhou Yu , Ziang Li , Zihan Zhai , Zijian Zhang , Ziyang Peng , Ziyun Xiao , Zongshu Li

Video captioning is process of summarising the content, event and action of the video into a short textual form which can be helpful in many research areas such as video guided machine translation, video sentiment analysis and providing aid…

Computer Vision and Pattern Recognition · Computer Science 2020-09-28 Alok Singh , Thoudam Doren Singh , Sivaji Bandyopadhyay

In this work, we propose a division-and-summarization (DaS) framework for dense video captioning. After partitioning each untrimmed long video as multiple event proposals, where each event proposal consists of a set of short video segments,…

Computer Vision and Pattern Recognition · Computer Science 2025-06-26 Zhiwang Zhang , Dong Xu , Wanli Ouyang , Chuanqi Tan

Recently, scene text detection has become an active research topic in computer vision and document analysis, because of its great importance and significant challenge. However, vast majority of the existing methods detect text within local…

Computer Vision and Pattern Recognition · Computer Science 2016-07-06 Cong Yao , Xiang Bai , Nong Sang , Xinyu Zhou , Shuchang Zhou , Zhimin Cao

Scene text detection is an important step of scene text recognition system and also a challenging problem. Different from general object detection, the main challenges of scene text detection lie on arbitrary orientations, small sizes, and…

Computer Vision and Pattern Recognition · Computer Science 2018-04-30 Minghui Liao , Baoguang Shi , Xiang Bai

In this paper, we introduce the ShopSign dataset, which is a newly developed natural scene text dataset of Chinese shop signs in street views. Although a few scene text datasets are already publicly available (e.g. ICDAR2015, COCO-Text),…

Computer Vision and Pattern Recognition · Computer Science 2019-03-26 Chongsheng Zhang , Guowen Peng , Yuefeng Tao , Feifei Fu , Wei Jiang , George Almpanidis , Ke Chen

This paper introduces our solution for Track 2 in AI City Challenge 2024. The task aims to solve traffic safety description and analysis with the dataset of Woven Traffic Safety (WTS), a real-world Pedestrian-Centric Traffic Video Dataset…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Maged Shoman , Dongdong Wang , Armstrong Aboah , Mohamed Abdel-Aty

Deep Speech Enhancement Challenge is the 5th edition of deep noise suppression (DNS) challenges organized at ICASSP 2023 Signal Processing Grand Challenges. DNS challenges were organized during 2019-2023 to stimulate research in deep speech…

Though deep learning based scene text detection has achieved great progress, well-trained detectors suffer from severe performance degradation for different domains. In general, a tremendous amount of data is indispensable to train the…

Computer Vision and Pattern Recognition · Computer Science 2020-05-26 Yudi Chen , Wei Wang , Yu Zhou , Fei Yang , Dongbao Yang , Weiping Wang

Recently, models based on deep neural networks have dominated the fields of scene text detection and recognition. In this paper, we investigate the problem of scene text spotting, which aims at simultaneous text detection and recognition in…

Computer Vision and Pattern Recognition · Computer Science 2018-08-02 Pengyuan Lyu , Minghui Liao , Cong Yao , Wenhao Wu , Xiang Bai

Although deep learning methods have achieved advanced video object recognition performance in recent years, perceiving heavily occluded objects in a video is still a very challenging task. To promote the development of occlusion…

Computer Vision and Pattern Recognition · Computer Science 2021-11-16 Jiyang Qi , Yan Gao , Yao Hu , Xinggang Wang , Xiaoyu Liu , Xiang Bai , Serge Belongie , Alan Yuille , Philip H. S. Torr , Song Bai

Scene text retrieval aims to localize and search all text instances from an image gallery, which are the same or similar to a given query text. Such a task is usually realized by matching a query text to the recognized words, outputted by…

Computer Vision and Pattern Recognition · Computer Science 2021-04-06 Hao Wang , Xiang Bai , Mingkun Yang , Shenggao Zhu , Jing Wang , Wenyu Liu

Motivated by the success of powerful while expensive techniques to recognize words in a holistic way, object proposals techniques emerge as an alternative to the traditional text detectors. In this paper we introduce a novel object…

Computer Vision and Pattern Recognition · Computer Science 2017-02-02 Lluis Gomez-Bigorda , Dimosthenis Karatzas

Many tasks are related to determining if a particular text string exists in an image. In this work, we propose a new framework that learns this task in an end-to-end way. The framework takes an image and a text string as input and then…

Computer Vision and Pattern Recognition · Computer Science 2018-11-20 Dafang He , Yeqing Li , Alexander Gorban , Derrall Heath , Julian Ibarz , Qian Yu , Daniel Kifer , C. Lee Giles

This article describes the Data-Efficient Low-Complexity Acoustic Scene Classification Task in the DCASE 2024 Challenge and the corresponding baseline system. The task setup is a continuation of previous editions (2022 and 2023), which…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-19 Florian Schmid , Paul Primus , Toni Heittola , Annamaria Mesaros , Irene Martín-Morató , Khaled Koutini , Gerhard Widmer

Recent state-of-the-art scene text recognition methods have primarily focused on horizontal text in images. However, in several Asian countries, including China, large amounts of text in signs, books, and TV commercials are vertically…

Computer Vision and Pattern Recognition · Computer Science 2018-12-19 Chankyu Choi , Youngmin Yoon , Junsu Lee , Junseok Kim
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