2015 IEEE 1st International Workshop on Consumer Electronics (CE WS)最新文献_第3页

A proposition for DTV Web API interface 数字电视Web API接口的构想

2015 IEEE 1st International Workshop on Consumer Electronics (CE WS) Pub Date : 2015-03-01 DOI: 10.1109/CEWS.2015.7867150

S. Medic, Nikola Spiric, N. Lukic

引用次数: 0

Design solution of 3D graphical user interface for television receivers 电视接收机三维图形用户界面设计方案

2015 IEEE 1st International Workshop on Consumer Electronics (CE WS) Pub Date : 2015-03-01 DOI: 10.1109/CEWS.2015.7867146

Nevena Jovanov, Milan Knezevic, V. Ilkic, N. Smiljkovic

引用次数: 2

Training an object detector using only positive samples 只使用正样本训练目标检测器

2015 IEEE 1st International Workshop on Consumer Electronics (CE WS) Pub Date : 2015-03-01 DOI: 10.1109/CEWS.2015.7867139

Emanuele Plebani, L. Celona, D. Pau, Pegah Karimi, Marco Marcon

{"title":"Training an object detector using only positive samples","authors":"Emanuele Plebani, L. Celona, D. Pau, Pegah Karimi, Marco Marcon","doi":"10.1109/CEWS.2015.7867139","DOIUrl":"https://doi.org/10.1109/CEWS.2015.7867139","url":null,"abstract":"Accurate pedestrian detection has an important role in automotive applications because, by issuing warnings to the driver and acting actively on the car brakes, it can save human lives and decrease the probability of injuries. In order to achieve adequate accuracy, detectors require training sets containing a very large number of negative samples, which can be challenging for the training algorithms of models like support vector machines (SVM). A common approach to deal with such large datasets is Hard Negative Mining (HNM), which avoids working on the full set by growing an active pool of mined samples. A more recent method is the Block-Circulant Decomposition, which achieves the accuracy of HNM at a lower computational cost by reformulating the problem in the Fourier domain. The method however results in additional memory, required during training by the FFT transform, which could be reduced significantly by using only the positive examples. To address the problem, this paper proposes two main contributions: (1) it shows that the circulant decomposition method works with the same performances when only the positive samples are used in the training phase (2) it compares the performance of a detection pipeline based on HOG features trained with either both all negative and positive samples or with only positive samples on the INRIA pedestrian dataset.","PeriodicalId":368742,"journal":{"name":"2015 IEEE 1st International Workshop on Consumer Electronics (CE WS)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126891718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 1

Web based system for automatic testing 基于Web的自动测试系统

2015 IEEE 1st International Workshop on Consumer Electronics (CE WS) Pub Date : 2015-03-01 DOI: 10.1109/CEWS.2015.7867147

S. Novak, Dejan Stefanovic, M. Popovic, M. Kovacevic

引用次数: 0

Usability of AspectJ from the performance perspective 从性能角度看AspectJ的可用性

2015 IEEE 1st International Workshop on Consumer Electronics (CE WS) Pub Date : 2015-03-01 DOI: 10.1109/CEWS.2015.7867162

Erik Šuta, I. Martos, V. Vranić

引用次数: 3