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Data · dataset · 2026

Images and Annotations for "Evaluating AI-Assisted Pollinator Detection in Agricultural Fields"

Listed in bonndata

Pollinator monitoring is essential for understanding and addressing the decline of insect species and their populations.

Description

While computer vision techniques provide new tools for monitoring pollinators, there is a need to develop well-annotated datasets to support artificial intelligence (AI) methods for pollinator detection and to assess their effectiveness. Creating such datasets is challenging because pollinators are small and difficult to detect among plants, even for human annotators.

We propose an AI-assisted approach for annotating such image data and provide the four iterations of the annotation process and the final refined annotations together with the field images. The data is organized into folders following a train-validation-test split, where folders contain images and annotations of the splits.

Links

Where it is published

Catalogue records · 1

Topics

Stated by source
Agricultural Sciences
From keywords
Life Sciences
Inferred from text
Crop and pasture production 75% · Image 75%
Provenance · 1 source records, 10 field assertions
SourceKeyLast seenRaw
bonndatadoi:10.60507/FK2/MCQXPP5 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:group:3004enrichment · bonndata uni bonn detaxonomy-embedding@1.1.0title+keywords+description (75%)
concepts[field].dataverse_subject:agricultural-sciencessource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0/subjects
concepts[field].local:field:life-sciencesmapping · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0/subjects
concepts[modality].local:modality:imageenrichment · bonndata uni bonn dekeyword-concept-rules@1.0.0title+description (75%)
created_datesource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0
descriptionsource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0/description
publication_datesource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0
titlesource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0/name
updated_datesource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0
version_labelsource · bonndata uni bonn deconnector:bonndata_uni_bonn_de@1.0.0