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Retrieving similar images from a large dataset based on the image content has been a very active research area and is a very challenging task. Studies have shown that retrieving similar images based on their shape is a very effective…

计算机视觉与模式识别 · 计算机科学 2014-06-17 Jamil Ahmad , Zahoor Jan , Zia-ud-Din , Shoaib Muhammad Khan

In this paper, a logo classification system based on the appearance of logo images is proposed. The proposed classification system makes use of global characteristics of logo images for classification. Color, texture, and shape of a logo…

计算机视觉与模式识别 · 计算机科学 2016-09-07 N. Vinay Kumar , Pratheek , V. Vijaya Kantha , K. N. Govindaraju , D. S. Guru

The k-nearest neighbors (k-NN) classification rule has proven extremely successful in countless many computer vision applications. For example, image categorization often relies on uniform voting among the nearest prototypes in the space of…

计算机视觉与模式识别 · 计算机科学 2010-01-11 Paolo Piro , Richard Nock , Frank Nielsen , Michel Barlaud

Objective measures of image quality generally operate by comparing pixels of a "degraded" image to those of the original. Relative to human observers, these measures are overly sensitive to resampling of texture regions (e.g., replacing one…

计算机视觉与模式识别 · 计算机科学 2021-01-25 Keyan Ding , Kede Ma , Shiqi Wang , Eero P. Simoncelli

The problem of 3D object recognition is of immense practical importance, with the last decade witnessing a number of breakthroughs in the state of the art. Most of the previous work has focused on the matching of textured objects using…

计算机视觉与模式识别 · 计算机科学 2013-06-17 Ognjen Arandjelovic

Accurate and consistent fruit monitoring over time is a key step toward automated agricultural production systems. However, this task is inherently difficult due to variations in fruit size, shape, occlusion, orientation, and the dynamic…

计算机视觉与模式识别 · 计算机科学 2026-04-10 Daniel Fusaro , Federico Magistri , Jens Behley , Alberto Pretto , Cyrill Stachniss

In this paper, we have proposed a novel feature descriptors combining color and texture information collectively. In our proposed color descriptor component, the inter-channel relationship between Hue (H) and Saturation (S) channels in the…

计算机视觉与模式识别 · 计算机科学 2018-01-04 Ayan Kumar Bhunia , Avirup Bhattacharyya , Prithaj Banerjee , Partha Pratim Roy , Subrahmanyam Murala

In this paper, we propose a learning-based image fragment pair-searching and -matching approach to solve the challenging restoration problem. Existing works use rule-based methods to match similar contour shapes or textures, which are…

计算机视觉与模式识别 · 计算机科学 2025-01-23 Rixin Zhou , Ding Xia , Yi Zhang , Honglin Pang , Xi Yang , Chuntao Li

A novel methodology for gender classification is presented in this paper. It extracts feature from local region of a face using gray color intensity difference. The facial area is divided into sub-regions and GDP histogram extracted from…

计算机视觉与模式识别 · 计算机科学 2013-10-28 Mohammad shahidul Islam

Diseases in fruit cause devastating problem in economic losses and production in agricultural industry worldwide. In this paper, an adaptive approach for the identification of fruit diseases is proposed and experimentally validated. The…

计算机视觉与模式识别 · 计算机科学 2014-08-05 Shiv Ram Dubey , Anand Singh Jalal

In this work, we propose a method for the classification of animal in images. Initially, a graph cut based method is used to perform segmentation in order to eliminate the background from the given image. The segmented animal images are…

计算机视觉与模式识别 · 计算机科学 2016-09-25 Y H Sharath Kumar , Manohar N , H K Chethan

K-nearest neighbors algorithm is one of the prominent techniques used in classification and regression. Despite its simplicity, the k-nearest neighbors has been successfully applied in time series forecasting. However, the selection of the…

统计方法学 · 统计学 2021-03-29 Samya Tajmouati , Bouazza El Wahbi , Adel Bedoui , Abdallah Abarda , Mohamed Dakkoun

Time-series classification is an important problem for the data mining community due to the wide range of application domains involving time-series data. A recent paradigm, called shapelets, represents patterns that are highly predictive…

机器学习 · 计算机科学 2015-03-12 Josif Grabocka , Martin Wistuba , Lars Schmidt-Thieme

Textural and structural features can be regraded as "two-view" feature sets. Inspired by the recent progress in multi-view learning, we propose a novel two-view classification method that models each feature set and optimizes the process of…

计算机视觉与模式识别 · 计算机科学 2019-08-27 Samah Khawaled , Michael Zibulevsky , Yehoshua Y. Zeevi

The rapid growth of image data has led to the development of advanced image processing and computer vision techniques, which are crucial in various applications such as image classification, image segmentation, and pattern recognition.…

计算机视觉与模式识别 · 计算机科学 2024-07-29 Zeinab Sedaghatjoo , Hossein Hosseinzadeh , Bahram Sadeghi Bigham

The analysis of the spatial arrangement of colors and roughness/smoothness of figures is relevant due to its wide range of applications. This paper proposes a texture classification method that extracts data from images using the Hilbert…

计算机视觉与模式识别 · 计算机科学 2024-09-25 Aurelio F. Bariviera , Roberta Hansen , Verónica E. Pastor

The k-Nearest Neighbors (kNN) classifier is a fundamental non-parametric machine learning algorithm. However, it is well known that it suffers from the curse of dimensionality, which is why in practice one often applies a kNN classifier on…

机器学习 · 计算机科学 2020-10-16 Luka Rimanic , Cedric Renggli , Bo Li , Ce Zhang

This paper presents a novel personal identification and verification system using information extracted from the hand shape and texture. The system has two major constituent modules: a fully automatic and robust peg free segmentation and…

计算机视觉与模式识别 · 计算机科学 2019-12-24 F. Sohel , A. El-Sallam , M. Bennamoun

Current object segmentation algorithms are based on the hypothesis that one has access to a very large amount of data. In this paper, we aim to segment objects using only tiny datasets. To this extent, we propose a new automatic part-based…

计算机视觉与模式识别 · 计算机科学 2017-08-08 Maxime Tremblay , André Zaccarin

To recognize textures many methods have been developed along the years. However, texture datasets may be hard to be classified due to artefacts such as a variety of scale, illumination and noise. This paper proposes the application of…

计算机视觉与模式识别 · 计算机科学 2016-12-21 Mariane Barros Neiva , Antoine Manzanera , Odemir Martinez Bruno