<?xml version='1.0' encoding='UTF-8'?><codeBook xmlns="ddi:codebook:2_5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="ddi:codebook:2_5 https://ddialliance.org/Specification/DDI-Codebook/2.5/XMLSchema/codebook.xsd" version="2.5" xml:lang="en"><docDscr><citation><titlStmt><titl xml:lang="en">BUP-ST20: Weakly Labelled Spatial Temporal Sweet Pepper Data</titl><IDNo agency="DOI">doi:10.60507/FK2/NUMVO1</IDNo></titlStmt><distStmt><distrbtr source="archive">bonndata</distrbtr><distDate>2025-10-06</distDate></distStmt><verStmt source="archive"><version date="2025-10-13" type="RELEASED">2</version></verStmt><biblCit>Guclu, Esra; Halstead, Michael; Denman, Simon; McCool, Chris, 2025, "BUP-ST20: Weakly Labelled Spatial Temporal Sweet Pepper Data", https://doi.org/10.60507/FK2/NUMVO1, bonndata, V2</biblCit></citation></docDscr><stdyDscr><citation><titlStmt><titl xml:lang="en">BUP-ST20: Weakly Labelled Spatial Temporal Sweet Pepper Data</titl><IDNo agency="DOI">doi:10.60507/FK2/NUMVO1</IDNo></titlStmt><rspStmt><AuthEnty affiliation="University of Bonn">Guclu, Esra</AuthEnty><AuthEnty affiliation="University of Bonn">Halstead, Michael</AuthEnty><AuthEnty affiliation="Queensland University of Technology">Denman, Simon</AuthEnty><AuthEnty affiliation="University of Bonn">McCool, Chris</AuthEnty><othId role="Research Group">Agricultural Robotics Group</othId><othId role="Data Curator">Guclu Esra</othId><othId role="Researcher">Halstead Michael</othId><othId role="Supervisor">McCool Chris</othId><othId role="Researcher">Denman Simon</othId></rspStmt><prodStmt/><distStmt><distrbtr source="archive">bonndata</distrbtr><contact affiliation="University of Bonn" email="egueclue@uni-bonn.de">Güclü, Esra</contact><depositr>Güclü, Esra</depositr><depDate>2025-09-29</depDate><distDate>2025-09-29</distDate></distStmt><holdings URI="https://doi.org/10.60507/FK2/NUMVO1"/></citation><stdyInfo><subject><keyword xml:lang="en">Agricultural Sciences</keyword></subject><abstract xml:lang="en">Accurate monitoring of crop phenotypic traits is essential for efficient farm management and automation in agriculture. Multi-object tracking (MOT) and video instance segmentation (VIS) offer promising approaches to enhance agricultural robotic vision systems, yet a major limitation is the scarcity of high-quality spatial-temporal datasets. We introduce BUP-ST20, a novel weakly labelled spatial-temporal dataset for sweet pepper tracking and segmentation captured on a robotic platform. BUP-ST20 contains 16,240 images from 275 sequences, each with bounding boxes, instance segmentation masks, and temporal identities.The dataset has weakly labelled training and validation sets, while the evaluation set includes 3810 frames with hand-labelled ground truth annotations.</abstract><sumDscr><collDate cycle="P1" event="start" date="2020-09-24">2020-09-24</collDate><collDate cycle="P1" event="end" date="2020-10-01">2020-10-01</collDate><dataKind>Images</dataKind><dataKind>Numerical</dataKind><dataKind>Spreadsheet</dataKind><dataKind>Structured</dataKind><dataKind>Qualitative</dataKind></sumDscr></stdyInfo><method><dataColl><sources/></dataColl><anlyInfo/></method><dataAccs><setAvail/><useStmt/><notes type="DVN:TOU" level="dv">&lt;a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0&lt;/a></notes></dataAccs><othrStdyMat><relPubl><citation><titlStmt><titl>Guclu E, Halstead M, Denman S, McCool C. Weakly labelled spatial-temporal sweet pepper data: Enabling higher quality detection, segmentation, and tracking. The International Journal of Robotics Research. 2025;0(0). doi:10.1177/02783649251379093</titl><IDNo agency="doi">10.1177/02783649251379093</IDNo></titlStmt><biblCit>Guclu E, Halstead M, Denman S, McCool C. Weakly labelled spatial-temporal sweet pepper data: Enabling higher quality detection, segmentation, and tracking. The International Journal of Robotics Research. 2025;0(0). doi:10.1177/02783649251379093</biblCit></citation><ExtLink URI="https://doi.org/10.1177/02783649251379093"/></relPubl></othrStdyMat></stdyDscr><otherMat ID="f13873" URI="https://bonndata.uni-bonn.de/catalog/downloads/13873/bupst20_annotations.tar.gz" level="datafile"><labl>bupst20_annotations.tar.gz</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/gzip</notes></otherMat><otherMat ID="f13871" URI="https://bonndata.uni-bonn.de/catalog/downloads/13871/bupst20_depth.tar.gz.aa" level="datafile"><labl>bupst20_depth.tar.gz.aa</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">audio/x-pn-audibleaudio</notes></otherMat><otherMat ID="f13870" URI="https://bonndata.uni-bonn.de/catalog/downloads/13870/bupst20_depth.tar.gz.ab" level="datafile"><labl>bupst20_depth.tar.gz.ab</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f13872" URI="https://bonndata.uni-bonn.de/catalog/downloads/13872/bupst20_odometry.tar.gz" level="datafile"><labl>bupst20_odometry.tar.gz</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/gzip</notes></otherMat><otherMat ID="f13867" URI="https://bonndata.uni-bonn.de/catalog/downloads/13867/bupst20_rgb.tar.gz.aa" level="datafile"><labl>bupst20_rgb.tar.gz.aa</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">audio/x-pn-audibleaudio</notes></otherMat><otherMat ID="f13869" URI="https://bonndata.uni-bonn.de/catalog/downloads/13869/bupst20_rgb.tar.gz.ab" level="datafile"><labl>bupst20_rgb.tar.gz.ab</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f13866" URI="https://bonndata.uni-bonn.de/catalog/downloads/13866/bupst20_rgb.tar.gz.ac" level="datafile"><labl>bupst20_rgb.tar.gz.ac</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/pkix-attr-cert</notes></otherMat><otherMat ID="f13864" URI="https://bonndata.uni-bonn.de/catalog/downloads/13864/bupst20_rgb.tar.gz.ad" level="datafile"><labl>bupst20_rgb.tar.gz.ad</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f13865" URI="https://bonndata.uni-bonn.de/catalog/downloads/13865/bupst20_rgb.tar.gz.ae" level="datafile"><labl>bupst20_rgb.tar.gz.ae</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f13863" URI="https://bonndata.uni-bonn.de/catalog/downloads/13863/bupst20_rgb.tar.gz.af" level="datafile"><labl>bupst20_rgb.tar.gz.af</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f13868" URI="https://bonndata.uni-bonn.de/catalog/downloads/13868/bupst20_rgb.tar.gz.ag" level="datafile"><labl>bupst20_rgb.tar.gz.ag</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">image/x-applix-graphics</notes></otherMat><otherMat ID="f13876" URI="https://bonndata.uni-bonn.de/catalog/downloads/13876/cam_params.yaml" level="datafile"><labl>cam_params.yaml</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/x-yaml</notes></otherMat><otherMat ID="f13899" URI="https://bonndata.uni-bonn.de/catalog/downloads/13899/dataset_structure.md" level="datafile"><labl>dataset_structure.md</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/markdown</notes></otherMat><otherMat ID="f13897" URI="https://bonndata.uni-bonn.de/catalog/downloads/13897/how_to_use_BUPST20.md" level="datafile"><labl>how_to_use_BUPST20.md</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/markdown</notes></otherMat><otherMat ID="f13975" URI="https://bonndata.uni-bonn.de/catalog/downloads/13975/ReadMe.txt" level="datafile"><labl>ReadMe.txt</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/plain</notes></otherMat><otherMat ID="f13875" URI="https://bonndata.uni-bonn.de/catalog/downloads/13875/train_valid_eval_splits.yaml" level="datafile"><labl>train_valid_eval_splits.yaml</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/x-yaml</notes></otherMat></codeBook>