Constarium
← Search

Table · dataset · 2026

De-identified Feature Embeddings and Labels for XJTU Campus Facility Maintenance (DAGF-Net)

Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.34004187.v2

Description

<p dir="ltr">This dataset contains the de-identified feature embeddings and labels used to train and evaluate the DAGF-Net model in the manuscript "An Intelligent Campus Facility Maintenance Framework: Multimodal Fault Diagnosis and Dynamic Resource Scheduling".<b>File Contents:</b></p><ul><li><code>resnet_features.npy</code>: Image features extracted by ResNet-50 (Shape: 12527 x 2048).</li><li><code>bert_features.npy</code>: Text features extracted by BERT-base-chinese (Shape: 12527 x 768).</li><li><code>labels.npy</code>: Integer labels corresponding to the 11 core maintenance categories.</li><li><code>class_names.txt</code>: Mapping of integer labels to category names.</li></ul><p dir="ltr"><b>Privacy Note:</b> To strictly comply with campus privacy regulations, raw images and raw text logs are withheld.

However, these pre-extracted feature matrices allow researchers to fully reproduce the classification results (Tables 2, 3, and 4) and the ablation studies reported in the manuscript.</p>

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Image 75% · Text 75%
Provenance · 3 source records, 35 field assertions
SourceKeyLast seenRaw
HKU DataHuboai:figshare.com:article/340041874 d agoJSON v1
figshareoai:figshare.com:article/340041873 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/340041873 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].anzsrc:field:460502mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Data mining and knowledge discovery']
concepts[field].anzsrc:field:460502mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Data mining and knowledge discovery']
concepts[field].anzsrc:field:460502mapping · figshare comvocabulary-mapper@1.0.0keywords['Data mining and knowledge discovery']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:life-sciencesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
concepts[modality].local:modality:imageenrichment · datahub hku hkkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:textenrichment · datahub hku hkkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/description
licensesource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/rights
publication_datesource · datahub hku hkconnector:datahub_hku_hk@1.0.0
titlesource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/title