Dataset for automated material flow characterization of shredded WEEE: RGB raw data of an industrial sensor-based sorting machine

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datacite.relation.isOriginalFormOf https://doi.org/10.48328/tudatalib-1743
dc.contributor.author Vogelgesang, Malte
dc.date.accessioned 2025-10-17T13:54:51Z
dc.date.created 2024
dc.date.issued 2025-10-17
dc.description Three datasets containing raw RGB image data from an industrial sensor-based sorting machine. The images contain particles of shredded WEEE, including ferrous metals (FEM), non-ferrous metals (NFM), printed circuit boards (PCB), and plastics (PLA), in two particle size ranges of 12.5 mm - 25 mm (SML) and 25 mm - 50 mm (LRG). Each dataset is structured by material types and particle size ranges. - Dataset 1 (DS1) contains images that were used to train and test convolutional neural networks to identify the four material types through image classification, object detection, and instance segmentation. - Dataset 2 (DS2) contains images that were used in the training and testing of regression models for particle mass prediction. Due to its size, this dataset is split into four files for the individual material types. - Dataset 3 (DS3) contains images of particles from three predefined mixed samples to validate the models trained on the two previous datasets. The images were recorded with an industry-sized sensor-based sorting machine (Sesotec Varisort Compact [Schoenberg, Germany]) at the pilot-scale sorting plant at Fraunhofer IWKS in Alzenau.
dc.description.version 1.0.0
dc.identifier.uri https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/4842
dc.rights.licenseCC-BY-4.0 (https://creativecommons.org/licenses/by/4.0)
dc.subject WEEE
dc.subject Shredded e-waste
dc.subject Electronic waste
dc.subject Machine learning
dc.subject Material type identification
dc.subject Sensor-based material flow characterization
dc.subject Image data
dc.subject Raw data
dc.subject Ferrous metals
dc.subject Non-ferrous metals
dc.subject Plastics
dc.subject Printed circuit boards
dc.subject.classification 4.21-03
dc.subject.classification 4.43-04
dc.subject.ddc 660
dc.subject.ddc 004
dc.title Dataset for automated material flow characterization of shredded WEEE: RGB raw data of an industrial sensor-based sorting machine
dc.type Image
dcterms.accessRights openAccess
person.identifier.orcid #PLACEHOLDER_PARENT_METADATA_VALUE#
tuda.agreements true
tuda.unit TUDa

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NameDescriptionSizeFormat
RAWDATA_DS1.zip19.77 GBZIP-Archivdateien Download
RAWDATA_DS2_FEM.zip30.18 GBZIP-Archivdateien Download
RAWDATA_DS2_NFM.zip38.52 GBZIP-Archivdateien Download
RAWDATA_DS2_PCB.zip39.1 GBZIP-Archivdateien Download
RAWDATA_DS2_PLA.zip31.31 GBZIP-Archivdateien Download
RAWDATA_DS3.zip6.25 GBZIP-Archivdateien Download
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