Region Proposal Based Semantic Matcher

机译：基于地区的语义匹配

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Unseen object detection problem is known as a semantic matching problem. Thus, a semantic matcher takes two images as an input - the request image and the test image. The request image represents an object class needed to be found on the test image. In this paper, we propose a new region proposal based semantic matcher. In our region based semantic matcher we use the same ideas as in R-CNN. Our Body CNN also generates proposals similar to classical Faster R-CNN, and Head-CNN compares proposals with a request descriptor, extracted from the request image. To extract features from the request image we use Request descriptor CNN. All three CNNs - Head, Body and Request descriptor are trained together, end-to-end for seen class object detection by request and then applied to both seen and unseen classes. We have trained and tested our CNN on Pascal VOC Dataset.

机译：未知眼图的对象检测问题被称为语义匹配问题。因此，语义匹配器将两个图像作为输入拍摄 - 请求图像和测试图像。请求图像表示在测试图像上找到所需的对象类。在本文中，我们提出了一个新的地区基于建议的语义拼贴。在我们的地区的语义匹配中，我们使用与R-CNN中相同的想法。我们的身体CNN还生成类似于古典R-CNN的提案，并且HEAD-CNN将从请求描述符与请求图像提取的提案进行比较。要从请求图像中提取要素，我们使用请求描述符CNN。所有三个CNNS - 头部，正文和请求描述符都培训，以便通过请求进行端到端用于查找类对象检测，然后应用于视野和看不见的类。我们在Pascal VOC数据集上培训并测试了我们的CNN。

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《SPIE Conference on Automated Visual Inspection and Machine Vision》|2019年|1 v. (various pagings) :|共6页
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Anastasiia Moiseenko; Yury Vizilter; Vishnyakov Boris; Vladimir Gorbatsevich; Oleg Vygolov;
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中图分类 N-532;
关键词
Convolutional Neural Networks; Object Detection; Semantic Matching; R-CNN; Faster R-CNN;

机译：卷积神经网络;对象检测;语义匹配;R-CNN;更快的R-CNN;

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1. Uncertain motion tracking based on convolutional net with semantics estimation and region proposals [J] . Pattern Recognition: The Journal of the Pattern Recognition Society . 2020,第期

机译：基于卷积网络与语义估计和区域建议的不确定运动跟踪
2. I/O MATCH (I/O MAT) AND BEHAVIORAL MATCH (BEH MAT) BASED SEMANTIC WEB SERVICE DISCOVERY [J] . J.UMA MAHESWARI, Dr.G.R.KARPAGAM Journal of Theoretical and Applied Information Technology . 2014,第3期

机译：I / O匹配（I / O垫）和行为匹配（BEH MAT）的语义Web服务发现
3. No-but-semantic-match: computing semantically matched xml keyword search results [J] . Naseriparsa Mehdi, Islam Md. Saiful, Liu Chengfei, World Wide Web . 2018,第5期

机译：No-but-semantic-match：计算语义匹配的xml关键字搜索结果
4. Region Proposal Based Semantic Matcher [C] . Anastasiia Moiseenko, Yury Vizilter, Vishnyakov Boris, SPIE Conference on Automated Visual Inspection and Machine Vision . 2019

机译：基于地区的语义匹配
5. Analysis of iris feature entropy to determine regions of stability for improved match accuracy [D] . Maxey, Jessica R. 2013

机译：分析虹膜特征熵以确定稳定性区域以提高匹配精度
6. Improved Faster R-CNN Traffic Sign Detection Based on a Second Region of Interest and Highly Possible Regions Proposal Network [O] . Faming Shao, Xinqing Wang, Fanjie Meng, 2019

机译：基于第二感兴趣区域和高度可能区域提议网络的改进的快速R-CNN交通标志检测
7. Second report drawn up on behalf of the Committee on Agriculture, Fisheries and Food. A. on the proposals from the Commission of the European Communities to the Council (COM(84) 515 final - Doc. 2-629/84) for: I. a regulation amending Regulation (EEC) No. 337/79 on the common organization of the market in wine;II. a regulation amending Regulation (EEC) No. 338/79 Laying down special provisions relating to quality wines produced in specified regions; III. a regulation introducing a derogation to the scheme provided for in Regulation (EEC) No. 456/80 on the granting of temporary and permanentabandonment premiums in respect of certain areas under vines and of premiums for the renunciation of replanting;IV. a regulation on the granting for the 1985/86-1989/90 wine years of permanent abandonment premiums in respect of certain areas under vines. B. on the amendment to the proposal from the Commission of the European Communities to the Council (COM(84) 539 final- Doc. 2-780/84) for a regulation amending Regulation (EEC) No. 337/79 on the common organization of the market in wine (COM(84) 515 final of 12.9.1984). C. on the proposals from the Commission of the European Communities to the Council (COM(84) 714 final - Doc. 2-1447/84) for: I. an amendment to the proposal for a regulation amending Regulation (EEC) No. 337/79 on the common organization of the market in wine (COM(84) 515 final and COM(84) 539 final); II. an amendment to the proposal for a regulation amending Regulation (EEC) No. 338/79 Laying down special provisions relating to quality wines produced in specified regions (COM(84) 515 final). D. on the proposal from the Commission of the European Communities to the Council (COM(84) 775 final - Doc. 2-1481/84) for a third amendment to the proposal for a regulation amending Regulation (EEC) No. 337/79 on the common organization of the market in wine. Working Documents 1984-85, Document 2-1575/84, 5 February 1985 [O] . Gatti N 1985

机译：代表农业，渔业和食品委员会起草的第二份报告。 a.关于欧洲共同体委员会向理事会提出的建议（COm（84）515 final - Doc.2-629 / 84）：I。修订关于共同的第337/79号条例（EEC）的法规组织葡萄酒市场;II。修订法规（EEC）第338/79号条例规定了与特定地区生产的优质葡萄酒有关的特殊规定; III。关于授予临时和永久性的第456/80号条例（EEC）规定的减损计划放弃葡萄藤的某些区域的放弃保费和放弃重新种植的保费;IV。关于授予1985 / 86-1989 / 90葡萄酒年度葡萄藤某些区域永久放弃保费的规定。 B.关于修改欧洲共同体委员会向理事会提出的提案（COm（84）539 final-Doc.2-780 / 84），修订关于修订关于共同的第337/79号条例（EEC）的法规葡萄酒市场的组织（COm（84）515 final of 12.9.1984）。 C.关于欧洲共同体委员会向理事会提出的建议（COm（84）714 final - Doc.2-1447 / 84）：I。对修订条例（EEC）的法规提案的修正案关于葡萄酒市场共同组织的337/79（COm（84）515 final和COm（84）539 final）; II。修订关于修订法规（EEC）第338/79号条例的规定的修正案。对特定地区生产的优质葡萄酒作出特别规定（COm（84）515 final）。 D.欧洲共同体委员会向理事会提出的建议（COm（84）775最终文件 - 文件2-1481 / 84），对修订第337（EEC）号条例的法规提案进行第三次修订79关于葡萄酒市场的共同组织。工作文件1984-85，1985年2月5日第2-1575 / 84号文件

Region Proposal Based Semantic Matcher

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