NDLI: Scale specified single shot multibox detector

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Scale specified single shot multibox detector

Content Provider	IET Digital Library
Author	Li, Xiaoqiang Liu, Chuanwei Dai, Songmin Lian, Huichen Ding, Guangtai
Abstract	Detecting objects at vastly different scales is a fundamental challenge in computer vision. To solve this, some approaches (e.g. TridentNet) investigate the effect of receptive fields, whereas other approaches (e.g. SNIP, SNIPER) are based on the image pyramid strategy. In this study, a novel single-shot based detector, called scale specified single-shot multibox detector (4SD) is proposed. It aims to predict objects of a specific scale range separately by using feature maps of different sizes. First, a parallel multi-branch architecture with feature maps of different sizes is generated by scale specific inference module. Then, the authors propose a scale specific training scheme to specialise each branch by sampling object instances of proper scales for training. Results are shown on both PASCAL VOC and COCO detection. The proposed method can achieve a mean average precision of 83.1% on PASCAL VOC 2007, and 36.9% on MS-COCO at a speed of 28 frames per second, which is superior to most single-stage detectors.
Starting Page	59
Ending Page	64
Page Count	6
ISSN	17519632
Volume Number	14
e-ISSN	17519640
Issue Number	Issue 2, Mar (2020)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/iet-cvi/14/2
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/iet-cvi.2019.0461
Journal	IET Computer Vision
Publisher Date	2019-11-27
Access Restriction	Open
Rights Holder	© The Institution of Engineering and Technology
Subject Keyword	COCO Detection Computer Vision Computer Vision And Image Processing Technique Feature Maps Image Pyramid Strategy Multibranch Architecture Object Detection Object Instances Optical, Image And Video Signal Processing PASCAL VOC Receptive Field Scale Specific Inference Module Scale Specific Training Scheme Scale Specified Single-shot Multibox Detector Single Shot Multibox Detector Single-shot Based Detector Single-stage Detector Specific Scale Range
Content Type	Text
Resource Type	Article
Subject	Computer Vision and Pattern Recognition Software

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