reinventing the inventory

15
Cécile Picard‐Limpens Dr. Computer Science [email protected] Freddy Limpens Ph.D Computer Science [email protected]

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John is wondering..”How could I find the coffee maker my parents had when I was ten years old??..” The current merchant systems have a tendency to filter out objects that do not have a mercantile value. For example, John is searching for an object that has a value for him and maybe not for other people and for the common mercantile system. For this reason, it will be very difficult for him to find the object even on the web. On the other hand, we observe the development of second-hand shops that gather objects that are pushed aside. John knows that he could have a chance to find its coffee maker in those shops. However, he may have to visit many places to finally find it! Starting from this observation, we propose a novel approach to manage storage and cataloguing of objects of any kind. The idea consists in assisting the digitizing of objects collected by 2nd hand shops in order to allow them to publish online their catalog.

TRANSCRIPT

Page 1: Reinventing the Inventory

CécilePicard‐[email protected]

[email protected]

Page 2: Reinventing the Inventory

HowwillIgetridofalltheserustycoffeemakers??

Page 3: Reinventing the Inventory

1.  Makingvisibleonthewebthestockof2ndhandshops("ressourceries",EmmauscommuniMes,SalvaMonArmy,etc.)

2.  HelpingtheseorganizaMonsdigiMzingandcataloguingtheirstock

3.  EnhancingcategorizaMonsandsearchincatalogswithsemanMctechnologies

Page 4: Reinventing the Inventory

Trainingdataclustersofobjects

associatedtoaclass

(tag)

1.Takeapicture

2.AUTOMATICshaperecogni;on:‐ Findclosestcluster‐ linktagtoobject

Hotliquidcontainer

Hotliquidcontainer

coffeemakercoffeepot

teapot =subClassOf

Seman;ctechnologiesSetofontologies

describingclassesofobjects(tags)andtheirrelaMons

id:hl‐123456tags:hotliquidcontainer☐coffeemaker coffeepot☐teapot

3.SEMI‐AUTOMATICrefiningofthetagging‐ AutomaMcallysuggestrelatedtags(ontology)‐ ManuallyvalidateorcorrectsuggesMons

Page 5: Reinventing the Inventory

Picture

AUTOMATICshaperecogni;on:‐ Findclosestcluster‐ linktagtoobject

Hotliquidcontainer

RELATEDWORK

ImageanalysistoolswithmachinelearningandstaMsMcalmodelingtechniques

•  FIRE(FlexibleImageRetrievalEngine),acontent‐basedimageretrievalsystem

ThomasDeselaers,RWTHAachenUniversity

•  LEARteam:visualobjectrecogniMonforobjectcategorydetecMon

INRIA‐LJKGrenoble

•  Mediacycle:allowstobrowseimagelibrariesbyorganizingthemintoclusterstakingintoaccountshape,colorortexture(viaopencvlibrary)UniversitédeMons&numediart,Belgium

Page 6: Reinventing the Inventory
Page 7: Reinventing the Inventory

?

?

?

Thegoal:FindingsemanMcally

RelatedtagsToenhancesearching

coffeemaker

Page 8: Reinventing the Inventory

Theidea:1./MappingtagsWithontologies’concepts

Hotliquidcontainer

coffeemakercoffeepot

teapot

=subClassOf

Page 9: Reinventing the Inventory

www.slideshare.net/fabien_gandon/web‐smanMque‐et‐web‐social‐1700977

Page 10: Reinventing the Inventory

www.slideshare.net/fabien_gandon/web‐smanMque‐et‐web‐social‐1700977

Page 11: Reinventing the Inventory

www.slideshare.net/fabien_gandon/web‐smanMque‐et‐web‐social‐1700977

Page 12: Reinventing the Inventory

Theidea:2./MiningsemanMcrelaMonsFromtags’structureandfeatures

String‐basedmapping

Coocurringtags

Page 13: Reinventing the Inventory

Resultsfor"coffeemaker":

coffeemaker

Relatedresults:

Resultsfor"teapot":

Resultsfor"coffeepot":

1. Theuserenter"coffeemaker"

2. ThesystemsuggestsaddiMonalresultsthankstosemanMcrelaMons

Page 14: Reinventing the Inventory

•  AnautomaMcarchivingofsecond‐handobjectsandtheireasyretrievingbyapotenMaluser

•  Agoodpictureofsustainabledevelopment

•  Allthetechniquesusedaimedtobefreeandopensource

Page 15: Reinventing the Inventory

•  BenchmarkcurrentshaperecogniMonmethods onourspecificproblem

•  Lookingforavailableontologies/folksonomiesofeverydayobjectstobootstrapsemanMcfuncMonnaliMes

•  PracMcalexperimentina«ressourcerie» (hnp://courtcircuioelleMn.wordpress.com/)