Gun image recognition method and system based on deep learning network

The invention belongs to the technical field of image recognition, and relates to a gun image recognition method and system based on a deep learning network, and the method comprises the following steps: S1, constructing a gun image data set, and carrying out the preprocessing of gun images in the g...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: WANG XIAOLIN, LI YIYI, CUI BIN, SHEN YUJIE, ZHANG GANG, MA XINHE, ZHOU ZHIFEI
Format: Patent
Sprache:chi ; eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page
container_issue
container_start_page
container_title
container_volume
creator WANG XIAOLIN
LI YIYI
CUI BIN
SHEN YUJIE
ZHANG GANG
MA XINHE
ZHOU ZHIFEI
description The invention belongs to the technical field of image recognition, and relates to a gun image recognition method and system based on a deep learning network, and the method comprises the following steps: S1, constructing a gun image data set, and carrying out the preprocessing of gun images in the gun image data set; s2, establishing a gun identification network model based on a Resnet18 network,wherein the gun identification network model is composed of a plurality of sections; s3, inputting a gun image with a known gun type, and training the gun identification network model to obtain a weight corresponding to each gun type; and S4, inputting a to-be-tested gun image into the trained gun identification network model to obtain a final gun category. According to the method, guns are classified by adopting a method of searching images by using images, the problems of various gun types, small appearance difference and influence on identification precision are solved, and automatic learning is carried out from me
format Patent
fullrecord <record><control><sourceid>epo_EVB</sourceid><recordid>TN_cdi_epo_espacenet_CN112036494A</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>CN112036494A</sourcerecordid><originalsourceid>FETCH-epo_espacenet_CN112036494A3</originalsourceid><addsrcrecordid>eNrjZHBzL81TyMxNTE9VKEpNzk_PyyzJzM9TyE0tychPUUjMS1EoriwuSc1VSEosTk1RAEqlpKYWKOSkJhblZealK-SllpTnF2XzMLCmJeYUp_JCaW4GRTfXEGcP3dSC_PjU4oLE5FSgynhnP0NDIwNjMxNLE0djYtQAABQKM2Q</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>patent</recordtype></control><display><type>patent</type><title>Gun image recognition method and system based on deep learning network</title><source>esp@cenet</source><creator>WANG XIAOLIN ; LI YIYI ; CUI BIN ; SHEN YUJIE ; ZHANG GANG ; MA XINHE ; ZHOU ZHIFEI</creator><creatorcontrib>WANG XIAOLIN ; LI YIYI ; CUI BIN ; SHEN YUJIE ; ZHANG GANG ; MA XINHE ; ZHOU ZHIFEI</creatorcontrib><description>The invention belongs to the technical field of image recognition, and relates to a gun image recognition method and system based on a deep learning network, and the method comprises the following steps: S1, constructing a gun image data set, and carrying out the preprocessing of gun images in the gun image data set; s2, establishing a gun identification network model based on a Resnet18 network,wherein the gun identification network model is composed of a plurality of sections; s3, inputting a gun image with a known gun type, and training the gun identification network model to obtain a weight corresponding to each gun type; and S4, inputting a to-be-tested gun image into the trained gun identification network model to obtain a final gun category. According to the method, guns are classified by adopting a method of searching images by using images, the problems of various gun types, small appearance difference and influence on identification precision are solved, and automatic learning is carried out from me</description><language>chi ; eng</language><subject>CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; HANDLING RECORD CARRIERS ; PHYSICS ; PRESENTATION OF DATA ; RECOGNITION OF DATA ; RECORD CARRIERS</subject><creationdate>2020</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&amp;date=20201204&amp;DB=EPODOC&amp;CC=CN&amp;NR=112036494A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,776,881,25542,76290</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&amp;date=20201204&amp;DB=EPODOC&amp;CC=CN&amp;NR=112036494A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>WANG XIAOLIN</creatorcontrib><creatorcontrib>LI YIYI</creatorcontrib><creatorcontrib>CUI BIN</creatorcontrib><creatorcontrib>SHEN YUJIE</creatorcontrib><creatorcontrib>ZHANG GANG</creatorcontrib><creatorcontrib>MA XINHE</creatorcontrib><creatorcontrib>ZHOU ZHIFEI</creatorcontrib><title>Gun image recognition method and system based on deep learning network</title><description>The invention belongs to the technical field of image recognition, and relates to a gun image recognition method and system based on a deep learning network, and the method comprises the following steps: S1, constructing a gun image data set, and carrying out the preprocessing of gun images in the gun image data set; s2, establishing a gun identification network model based on a Resnet18 network,wherein the gun identification network model is composed of a plurality of sections; s3, inputting a gun image with a known gun type, and training the gun identification network model to obtain a weight corresponding to each gun type; and S4, inputting a to-be-tested gun image into the trained gun identification network model to obtain a final gun category. According to the method, guns are classified by adopting a method of searching images by using images, the problems of various gun types, small appearance difference and influence on identification precision are solved, and automatic learning is carried out from me</description><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>HANDLING RECORD CARRIERS</subject><subject>PHYSICS</subject><subject>PRESENTATION OF DATA</subject><subject>RECOGNITION OF DATA</subject><subject>RECORD CARRIERS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2020</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNrjZHBzL81TyMxNTE9VKEpNzk_PyyzJzM9TyE0tychPUUjMS1EoriwuSc1VSEosTk1RAEqlpKYWKOSkJhblZealK-SllpTnF2XzMLCmJeYUp_JCaW4GRTfXEGcP3dSC_PjU4oLE5FSgynhnP0NDIwNjMxNLE0djYtQAABQKM2Q</recordid><startdate>20201204</startdate><enddate>20201204</enddate><creator>WANG XIAOLIN</creator><creator>LI YIYI</creator><creator>CUI BIN</creator><creator>SHEN YUJIE</creator><creator>ZHANG GANG</creator><creator>MA XINHE</creator><creator>ZHOU ZHIFEI</creator><scope>EVB</scope></search><sort><creationdate>20201204</creationdate><title>Gun image recognition method and system based on deep learning network</title><author>WANG XIAOLIN ; LI YIYI ; CUI BIN ; SHEN YUJIE ; ZHANG GANG ; MA XINHE ; ZHOU ZHIFEI</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN112036494A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2020</creationdate><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>HANDLING RECORD CARRIERS</topic><topic>PHYSICS</topic><topic>PRESENTATION OF DATA</topic><topic>RECOGNITION OF DATA</topic><topic>RECORD CARRIERS</topic><toplevel>online_resources</toplevel><creatorcontrib>WANG XIAOLIN</creatorcontrib><creatorcontrib>LI YIYI</creatorcontrib><creatorcontrib>CUI BIN</creatorcontrib><creatorcontrib>SHEN YUJIE</creatorcontrib><creatorcontrib>ZHANG GANG</creatorcontrib><creatorcontrib>MA XINHE</creatorcontrib><creatorcontrib>ZHOU ZHIFEI</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>WANG XIAOLIN</au><au>LI YIYI</au><au>CUI BIN</au><au>SHEN YUJIE</au><au>ZHANG GANG</au><au>MA XINHE</au><au>ZHOU ZHIFEI</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Gun image recognition method and system based on deep learning network</title><date>2020-12-04</date><risdate>2020</risdate><abstract>The invention belongs to the technical field of image recognition, and relates to a gun image recognition method and system based on a deep learning network, and the method comprises the following steps: S1, constructing a gun image data set, and carrying out the preprocessing of gun images in the gun image data set; s2, establishing a gun identification network model based on a Resnet18 network,wherein the gun identification network model is composed of a plurality of sections; s3, inputting a gun image with a known gun type, and training the gun identification network model to obtain a weight corresponding to each gun type; and S4, inputting a to-be-tested gun image into the trained gun identification network model to obtain a final gun category. According to the method, guns are classified by adopting a method of searching images by using images, the problems of various gun types, small appearance difference and influence on identification precision are solved, and automatic learning is carried out from me</abstract><oa>free_for_read</oa></addata></record>
fulltext fulltext_linktorsrc
identifier
ispartof
issn
language chi ; eng
recordid cdi_epo_espacenet_CN112036494A
source esp@cenet
subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
HANDLING RECORD CARRIERS
PHYSICS
PRESENTATION OF DATA
RECOGNITION OF DATA
RECORD CARRIERS
title Gun image recognition method and system based on deep learning network
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-01T06%3A05%3A10IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-epo_EVB&rft_val_fmt=info:ofi/fmt:kev:mtx:patent&rft.genre=patent&rft.au=WANG%20XIAOLIN&rft.date=2020-12-04&rft_id=info:doi/&rft_dat=%3Cepo_EVB%3ECN112036494A%3C/epo_EVB%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true