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Medical Image Retrieval is a challenging field in Visual information retrieval, due to the multi-dimensional and multi-modal context of the underlying content. Traditional models often fail to take the intrinsic characteristics of data into…

计算机视觉与模式识别 · 计算机科学 2020-07-21 Sowmya Kamath S , Karthik K

The Bag--of--Visual--Words (BoVW) is a visual description technique that aims at shortening the semantic gap by partitioning a low--level feature space into regions of the feature space that potentially correspond to visual concepts and by…

计算机视觉与模式识别 · 计算机科学 2017-03-17 Antonio Foncubierta-Rodríguez , Henning Müller , Adrien Depeursinge

The objective of this work is to reconstruct an original image from Bag-of-Visual-Words (BoVW). Image reconstruction from features can be a means of identifying the characteristics of features. Additionally, it enables us to generate novel…

计算机视觉与模式识别 · 计算机科学 2015-05-21 Hiroharu Kato , Tatsuya Harada

Bag-of-Visual-Words (BoVW) approach has been widely used in the recent years for image classification purposes. However, the limitations regarding optimal feature selection, clustering technique, the lack of spatial organization of the data…

计算机视觉与模式识别 · 计算机科学 2018-10-02 Dawood Al Chanti , Alice Caplier

In this paper, we propose a new multi-layer structural approach for the task of object based image retrieval. In our work we tackle the problem of structural organization of local features. The structural features we propose are nested…

多媒体 · 计算机科学 2014-05-15 Svebor Karaman , Jenny Benois-Pineau , Rémi Mégret , Aurélie Bugeau

This article gives a survey for bag-of-words (BoW) or bag-of-features model in image retrieval system. In recent years, large-scale image retrieval shows significant potential in both industry applications and research problems. As local…

信息检索 · 计算机科学 2013-04-19 Jialu Liu

In this paper, we propose a new, scalable approach for the task of object based image search or object recognition. Despite the very large literature existing on the scalability issues in CBIR in the sense of retrieval approaches, the…

多媒体 · 计算机科学 2014-04-24 Svebor Karaman , Jenny Benois-Pineau , Rémi Mégret

Trademark Image Retrieval is playing a vital role as a part of CBIR System. Trademark is of great significance because it carries the status value of any company. To retrieve such a fake or copied trademark we design a retrieval system…

计算机视觉与模式识别 · 计算机科学 2015-04-14 Saurabh Agarwal , Punit Kumar Johari

Text-to-image retrieval (TIR) aims to find relevant images based on a textual query, but existing approaches are primarily based on whole-image captions and lack interpretability. Meanwhile, referring expression segmentation (RES) enables…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Li-Cheng Shen , Jih-Kang Hsieh , Wei-Hua Li , Chu-Song Chen

Existing methods for Table Structure Recognition (TSR) from camera-captured or scanned documents perform poorly on complex tables consisting of nested rows / columns, multi-line texts and missing cell data. This is because current…

计算机视觉与模式识别 · 计算机科学 2022-03-15 Arushi Jain , Shubham Paliwal , Monika Sharma , Lovekesh Vig

Most of the research in content-based image retrieval (CBIR) focus on developing robust feature representations that can effectively retrieve instances from a database of images that are visually similar to a query. However, the retrieved…

计算机视觉与模式识别 · 计算机科学 2023-08-17 Aishwarya Venkataramanan , Martin Laviale , Cédric Pradalier

Most Web page classification models typically apply the bag of words (BOW) model to represent the feature space. The original BOW representation, however, is unable to recognize semantic relationships between terms. One possible solution is…

机器学习 · 计算机科学 2010-04-28 Wongkot Sriurai , Phayung Meesad , Choochart Haruechaiyasak

This paper introduces an improved reranking method for the Bag-of-Words (BoW) based image search. Built on [1], a directed image graph robust to outlier distraction is proposed. In our approach, the relevance among images is encoded in the…

计算机视觉与模式识别 · 计算机科学 2014-06-04 Ziqiong Liu , Shengjin Wang , Liang Zheng , Qi Tian

In Composed Image Retrieval (CIR), a user combines a query image with text to describe their intended target. Existing methods rely on supervised learning of CIR models using labeled triplets consisting of the query image, text…

计算机视觉与模式识别 · 计算机科学 2023-05-17 Kuniaki Saito , Kihyuk Sohn , Xiang Zhang , Chun-Liang Li , Chen-Yu Lee , Kate Saenko , Tomas Pfister

This article presents Holistically-Attracted Wireframe Parsing (HAWP), a method for geometric analysis of 2D images containing wireframes formed by line segments and junctions. HAWP utilizes a parsimonious Holistic Attraction (HAT) field…

计算机视觉与模式识别 · 计算机科学 2023-09-07 Nan Xue , Tianfu Wu , Song Bai , Fu-Dong Wang , Gui-Song Xia , Liangpei Zhang , Philip H. S. Torr

This paper introduces a new concept called "transferable visual words" (TransVW), aiming to achieve annotation efficiency for deep learning in medical image analysis. Medical imaging--focusing on particular parts of the body for defined…

计算机视觉与模式识别 · 计算机科学 2021-02-23 Fatemeh Haghighi , Mohammad Reza Hosseinzadeh Taher , Zongwei Zhou , Michael B. Gotway , Jianming Liang

The reconstruction of visual information from brain activity fosters interdisciplinary integration between neuroscience and computer vision. However, existing methods still face challenges in accurately recovering highly complex visual…

计算机视觉与模式识别 · 计算机科学 2026-02-05 Shiyi Zhang , Dong Liang , Hairong Zheng , Yihang Zhou

Zero-Shot Composed Image Retrieval (ZS-CIR) supports diverse tasks with a broad range of visual content manipulation intentions that can be related to domain, scene, object, and attribute. A key challenge for ZS-CIR is to accurately map…

计算机视觉与模式识别 · 计算机科学 2024-10-24 Yuanmin Tang , Jing Yu , Keke Gai , Jiamin Zhuang , Gaopeng Gou , Gang Xiong , Qi Wu

It is always well believed that parsing an image into constituent visual patterns would be helpful for understanding and representing an image. Nevertheless, there has not been evidence in support of the idea on describing an image with a…

计算机视觉与模式识别 · 计算机科学 2019-09-11 Ting Yao , Yingwei Pan , Yehao Li , Tao Mei

Handwritten Text Recognition (HTR) is a task of central importance in the field of document image understanding. State-of-the-art methods for HTR require the use of extensive annotated sets for training, making them impractical for…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Petros Georgoulas Wraight , Giorgos Sfikas , Ioannis Kordonis , Petros Maragos , George Retsinas
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