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Hierarchical text classification (HTC) is a special sub-task of multi-label classification (MLC) whose taxonomy is constructed as a tree and each sample is assigned with at least one path in the tree. Latest HTC models contain three…

计算与语言 · 计算机科学 2024-08-13 Zhijian Chen , Zhonghua Li , Jianxin Yang , Ye Qi

Text-based person anomaly retrieval has emerged as a challenging task, with most existing approaches relying on complex deep-learning techniques. This raises a research question: How can the model be optimized to achieve greater…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Tien-Huy Nguyen , Huu-Loc Tran , Huu-Phong Phan-Nguyen , Quang-Vinh Dinh

We propose a joint object pose estimation and categorization approach which extracts information about object poses and categories from the object parts and compositions constructed at different layers of a hierarchical object…

计算机视觉与模式识别 · 计算机科学 2015-03-05 Mete Ozay , Krzysztof Walas , Ales Leonardis

In the field of historical manuscript research, scholars frequently encounter novel symbols in ancient texts, investing considerable effort in their identification and documentation. Although existing object detection methods achieve…

计算机视觉与模式识别 · 计算机科学 2024-04-01 Wenbo Hu , Hongjian Zhan , Xinchen Ma , Cong Liu , Bing Yin , Yue Lu

End-to-end scene text spotting has attracted great attention in recent years due to the success of excavating the intrinsic synergy of the scene text detection and recognition. However, recent state-of-the-art methods usually incorporate…

计算机视觉与模式识别 · 计算机科学 2022-03-22 Mingxin Huang , Yuliang Liu , Zhenghao Peng , Chongyu Liu , Dahua Lin , Shenggao Zhu , Nicholas Yuan , Kai Ding , Lianwen Jin

Detecting irregular-shaped text instances is the main challenge for text detection. Existing approaches can be roughly divided into top-down and bottom-up perspective methods. The former encodes text contours into unified units, which…

计算机视觉与模式识别 · 计算机科学 2021-10-05 Chuang Yang , Mulin Chen , Yuan Yuan , Qi Wang

We study the notion of hierarchy in the context of visualizing textual data and navigating text collections. A formal framework for ``hierarchy'' is given by an ultrametric topology. This provides us with a theoretical foundation for…

信息检索 · 计算机科学 2007-05-23 F. Murtagh , J. Mothe , K. Englmeier

Recently, scene text detection has been a challenging task. Texts with arbitrary shape or large aspect ratio are usually hard to detect. Previous segmentation-based methods can describe curve text more accurately but suffer from over…

计算机视觉与模式识别 · 计算机科学 2021-11-30 Qi Zhao , Yufei Wang , Shuchang Lyu , Lijiang Chen

Text line detection is a key task in historical document analysis facing many challenges of arbitrary-shaped text lines, dense texts, and text lines with high aspect ratios, etc. In this paper, we propose a general framework for historical…

计算与语言 · 计算机科学 2024-07-09 Xingjian Hu , Baole Wei , Liangcai Gao , Jun Wang

Scene text detection has received attention for years and achieved an impressive performance across various benchmarks. In this work, we propose an efficient and accurate approach to detect multioriented text in scene images. The proposed…

计算机视觉与模式识别 · 计算机科学 2020-02-11 Liang Zhang , Yufei Liu , Hang Xiao , Lu Yang , Guangming Zhu , Syed Afaq Shah , Mohammed Bennamoun , Peiyi Shen

This paper presents a scene text detection technique that exploits bootstrapping and text border semantics for accurate localization of texts in scenes. A novel bootstrapping technique is designed which samples multiple 'subsections' of a…

计算机视觉与模式识别 · 计算机科学 2018-08-01 Chuhui Xue , Shijian Lu , Fangneng Zhan

Document structure analysis (aka document layout analysis) is crucial for understanding the physical layout and logical structure of documents, with applications in information retrieval, document summarization, knowledge extraction, etc.…

计算机视觉与模式识别 · 计算机科学 2024-03-29 Jiawei Wang , Kai Hu , Zhuoyao Zhong , Lei Sun , Qiang Huo

Arbitrary-shaped text detection is a challenging task due to the complex geometric layouts of texts such as large aspect ratios, various scales, random rotations and curve shapes. Most state-of-the-art methods solve this problem from…

计算机视觉与模式识别 · 计算机科学 2020-08-13 Fangfang Wang , Yifeng Chen , Fei Wu , Xi Li

Deep learning-based methods have been extensively explored for automatic building mapping from high-resolution remote sensing images over recent years. While most building mapping models produce vector polygons of buildings for geographic…

计算机视觉与模式识别 · 计算机科学 2024-01-11 Mingming Zhang , Qingjie Liu , Yunhong Wang

Image-text matching plays a central role in bridging the semantic gap between vision and language. The key point to achieve precise visual-semantic alignment lies in capturing the fine-grained cross-modal correspondence between image and…

计算机视觉与模式识别 · 计算机科学 2021-06-14 Zhong Ji , Kexin Chen , Haoran Wang

State-of-the-art text spotting systems typically aim to detect isolated words or word-by-word text in images of natural scenes and ignore the semantic coherence within a region of text. However, when interpreted together, seemingly isolated…

计算机视觉与模式识别 · 计算机科学 2019-12-11 Yi Zheng , Qitong Wang , Margrit Betke

Text on historical maps provides valuable information for studies in history, economics, geography, and other related fields. Unlike structured or semi-structured documents, text on maps varies significantly in orientation, reading order,…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Yijun Lin , Rhett Olson , Junhan Wu , Yao-Yi Chiang , Jerod Weinman

Query by String Keyword Spotting (KWS) is here considered as a key technology for indexing large collections of handwritten text images to allow fast textual access to the contents of these collections. Under this perspective, a…

信息检索 · 计算机科学 2021-04-13 E. Vidal , A. H. Toselli , J. Puigcerver

Sarcasm is a linguistic phenomenon indicating a discrepancy between literal meanings and implied intentions. Due to its sophisticated nature, it is usually challenging to be detected from the text itself. As a result, multi-modal sarcasm…

计算与语言 · 计算机科学 2022-10-18 Hui Liu , Wenya Wang , Haoliang Li

Document layout analysis involves understanding the arrangement of elements within a document. This paper navigates the complexities of understanding various elements within document images, such as text, images, tables, and headings. The…

计算机视觉与模式识别 · 计算机科学 2024-05-02 Tahira Shehzadi , Didier Stricker , Muhammad Zeshan Afzal