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相关论文: Visual Reranking with Improved Image Graph

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A new class of applications based on visual search engines are emerging, especially on smart-phones that have evolved into powerful tools for processing images and videos. The state-of-the-art algorithms for large visual content recognition…

计算机视觉与模式识别 · 计算机科学 2016-04-15 Giuseppe Amato , Fabrizio Falchi , Claudio Gennaro

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

We propose a technique to improve the search efficiency of the bag-of-words (BoW) method for image retrieval. We introduce a notion of difficulty for the image matching problems and propose methods that reduce the amount of computations…

计算机视觉与模式识别 · 计算机科学 2013-12-31 Kiana Hajebi , Hong Zhang

This paper presents a new framework for visual bag-of-words (BOW) refinement and reduction to overcome the drawbacks associated with the visual BOW model which has been widely used for image classification. Although very influential in the…

计算机视觉与模式识别 · 计算机科学 2017-07-04 Zhiwu Lu , Liwei Wang , Ji-Rong Wen

Image Classification based on BOW (Bag-of-words) has broad application prospect in pattern recognition field but the shortcomings are existed because of single feature and low classification accuracy. To this end we combine three…

计算机视觉与模式识别 · 计算机科学 2015-11-06 Huilin Gao , Wenjie Chen , Lihua Dou

The existing methods for image search reranking suffer from the unfaithfulness of the assumptions under which the text-based images search result. The resulting images contain more irrelevant images. Hence the re ranking concept arises to…

信息检索 · 计算机科学 2014-02-11 V Rajakumar , Vipeen V Bopche

Image retrieval has been a top topic in the field of both computer vision and machine learning for a long time. Content based image retrieval, which tries to retrieve images from a database visually similar to a query image, has attracted…

计算机视觉与模式识别 · 计算机科学 2013-04-10 Liu Liang

Due to the prevalence of mobile devices, mobile search becomes a more convenient way than desktop search. Different from the traditional desktop search, mobile visual search needs more consideration for the limited resources on mobile…

多媒体 · 计算机科学 2016-06-30 Yin-Hsi Kuo , Winston H. Hsu

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

In content-based image retrieval, the first-round retrieval result by simple visual feature comparison may be unsatisfactory, which can be refined by visual re-ranking techniques. In image retrieval, it is observed that the contextual…

计算机视觉与模式识别 · 计算机科学 2021-10-27 Jianbo Ouyang , Hui Wu , Min Wang , Wengang Zhou , Houqiang Li

The Bag-of-Words (BoW) representation is well applied to recent state-of-the-art image retrieval works. Typically, multiple vocabularies are generated to correct quantization artifacts and improve recall. However, this routine is corrupted…

计算机视觉与模式识别 · 计算机科学 2014-04-15 Liang Zheng , Shengjin Wang , Wengang Zhou , Qi Tian

The analysis of large collections of image data is still a challenging problem due to the difficulty of capturing the true concepts in visual data. The similarity between images could be computed using different and possibly multimodal…

信息检索 · 计算机科学 2017-03-07 Renata Khasanova , Xiaowen Dong , Pascal Frossard

For long time, person re-identification and image search are two separately studied tasks. However, for person re-identification, the effectiveness of local features and the "query-search" mode make it well posed for image search…

计算机视觉与模式识别 · 计算机科学 2015-02-10 Liang Zheng , Liyue Shen , Lu Tian , Shengjin Wang , Jiahao Bu , Qi Tian

We propose a novel image representation, termed Attribute-Graph, to rank images by their semantic similarity to a given query image. An Attribute-Graph is an undirected fully connected graph, incorporating both local and global image…

计算机视觉与模式识别 · 计算机科学 2015-10-09 Nikita Prabhu , R. Venkatesh Babu

The dominant paradigm in image retrieval systems today is to search large databases using global image features, and re-rank those initial results with local image feature matching techniques. This design, dubbed global-to-local, stems from…

信息检索 · 计算机科学 2025-09-08 Dror Aiger , Bingyi Cao , Kaifeng Chen , Andre Araujo

This work proposes a simple instance retrieval pipeline based on encoding the convolutional features of CNN using the bag of words aggregation scheme (BoW). Assigning each local array of activations in a convolutional layer to a visual word…

计算机视觉与模式识别 · 计算机科学 2016-06-21 Eva Mohedano , Amaia Salvador , Kevin McGuinness , Ferran Marques , Noel E. O'Connor , Xavier Giro-i-Nieto

This paper presents a robust and comprehensive graph-based rank aggregation approach, used to combine results of isolated ranker models in retrieval tasks. The method follows an unsupervised scheme, which is independent of how the isolated…

In this work, we focus on improving the captions generated by image-caption generation systems. We propose a novel re-ranking approach that leverages visual-semantic measures to identify the ideal caption that maximally captures the visual…

计算机视觉与模式识别 · 计算机科学 2022-09-20 Ahmed Sabir , Francesc Moreno-Noguer , Pranava Madhyastha , Lluís Padró

The objective of Content-Based Image Retrieval (CBIR) methods is essentially to extract, from large (image) databases, a specified number of images similar in visual and semantic content to a so-called query image. To bridge the semantic…

信息检索 · 计算机科学 2015-02-12 Smarajit Bose , Amita Pal , Jhimli Mallick , Sunil Kumar , Pratyaydipta Rudra

Nowadays, according to the increasingly increasing information, the importance of its presentation is also increasing. The internet has become one of the main sources of information for users and their favorite topics. It also provides…

信息检索 · 计算机科学 2020-04-27 Mohammad Moradi , Elham Ghanbari , Mehrdad Maeen , Sasan Harifi
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