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Data · dataset · 2026

The associated data for the paper "Zero-Shot Anomaly Detection via Textual Decoupling"

Listed in ScienceDB

Description

The paper conducted extensive experiments on twelve publicly available datasets to comprehensively evaluate the performance of the proposed method These datasets cover both industrial and medical fields In terms of industrial anomaly detection, six benchmark datasets including MVTec AD, VisA, MPDD, BTAD, DAGM, and DTD-synthetic were selected In the field of medicine, the paper uses the skin cancer detection dataset ISIC, colon polyp detection datasets CVC-ClinicDB and CVC-ColonDB, as well as brain tumor detection datasets Head_CT, BrainMRI, and Br35H In the evaluation of anomaly detection tasks, the paper adopts the Area Under the Receiver Operating Characteristic (AUROC) and Average Precision (AP) at the image level as the main evaluation indicators to comprehensively measure the performance of the model in distinguishing normal and abnormal images  For anomaly localization tasks, the paper uses pixel level AUROC and Area Under the PRO curve (AUPRO) as evaluation metrics 

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Catalogue records · 1

Topics

Inferred from text
Bioinformatics and computational biology 69% · Cancer 75% · Image 75%
Provenance · 1 source records, 12 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.3853112 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[disease].local:disease:cancerenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
concepts[field].anzsrc:group:3102enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (69%)
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[modality].local:modality:imageenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
license_textsource · scidb cnconnector:scidb_cn@1.0.0
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title