?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.relation=http%3A%2F%2Feprints.imtlucca.it%2F2270%2F&rft.title=Annotated+image+datasets+of+rosette+plants&rft.creator=Scharr%2C+Hanno&rft.creator=Minervini%2C+Massimo&rft.creator=Fischbach%2C+Andreas&rft.creator=Tsaftaris%2C+Sotirios+A.&rft.subject=QA75+Electronic+computers.+Computer+science&rft.subject=SB+Plant+culture&rft.subject=T+Technology+(General)&rft.description=While+image-based+approaches+to+plant+phenotyping+are+gaining+momentum%2C+benchmark+data+focusing+on+typical+imaging+situations+and+tasks+in+plant+phenotyping+are+still+lacking%2C+making+it+difficult+to+compare+existing+methodologies.+This+report+describes+a+benchmark+dataset+of+raw+and+annotated+images+of+plants.+We+describe+the+plant+material%2C+environmental+conditions%2C+and+imaging+setup+and+procedures%2C+as+well+as+the+datasets+where+this+image+selection+stems+from.+We+also+describe+the+annotation+process%2C+since+all+of+these+images+have+been+manually+segmented+by+experts%2C+such+that+each+leaf+has+its+own+label.+Color+images+in+the+dataset+show+top-down+views+on+young+rosette+plants.+Two+datasets+show+different+genotypes+of+Arabidopsis+while+another+dataset+shows+tobacco+(Nicoticana+tobacum)+under+different+treatments.+A+version+of+the+dataset%2C+described+also+in+this+report%2C+is+in+the+public+domain+at+http%3A%2F%2Fwww.plant-phenotyping.org%2FCVPPP2014-dataset+and+can+be+used+for+the+purpose+of+plant%2Fleaf+segmentation+from+background%2C+with+accompanying+evaluation+scripts.+This+version+was+used+in+the+Leaf+Segmentation+Challenge+(LSC)+of+the+Computer+Vision+Problems+in+Plant+Phenotyping+(CVPPP+2014)+workshop+organized+in+conjunction+with+the+13th+European+Conference+on+Computer+Vision+(ECCV)%2C+in+Z%C3%BCrich%2C+Switzerland.+We+hope+with+the+release+of+this%2C+and+future%2C+dataset(s)+to+invigorate+the+study+of+computer+vision+problems+and+the+development+of+algorithms+in+the+context+of+plant+phenotyping.+We+also+aim+to+provide+to+the+computer+vision+community+another+interesting+dataset+on+which+new+algorithmic+developments+can+be+evaluated.&rft.publisher=Forschungszentrum+Julich&rft.date=2014-07&rft.type=Working+Paper&rft.type=NonPeerReviewed&rft.identifier=++Scharr%2C+Hanno+and+Minervini%2C+Massimo+and+Fischbach%2C+Andreas+and+Tsaftaris%2C+Sotirios+A.++Annotated+image+datasets+of+rosette+plants.++Technical+Report++%2303837%2F2014++++Forschungszentrum+Julich+++++++++&rft.relation=http%3A%2F%2Fhdl.handle.net%2F2128%2F5848