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Are plant image datasets ready for AI-enabled community assessment? A systematic review of bias, representativeness and annotation quality
Current plant image datasets are not yet ready for AI-enabled ecological monitoring, especially for spatially explicit tasks and annotation quality.
Yuchen Zhao ↗
Closing Gaps in Specimen Metadata: A Collaborative Annotation and Feedback Platform for Natural History Collections
A national collaborative annotation platform with AI-assisted transcription can close metadata gaps across many Taiwanese collections.
Szu-Hsien Lee ↗
Closing the Loop: The DiSSCo Annotation Validation Framework for Trustworthy Data Round-Tripping
DiSSCo proposes impact-based, layered validation so trusted annotations are promoted automatically and only high-impact ones need expert review.
Wouter Addink ↗
GBIF Rule Based Annotations
Simple, scoped negative-range rules let non-experts flag suspicious GBIF occurrences persistently, including future records.
John Waller ↗
Robots Rapidly Writing Records: Machine Annotations at Scale with DiSSCo
DiSSCo can now run adapted machine annotation services over whole datasets, pointing to an image-to-verified-data digitisation pipeline.
Soulaine Theocharides ↗
The WildLIVE Portal: Towards Scalable Wildlife Monitoring through the Integration of Citizen Science and Human-in-the-Loop AI Workflows
WildLIVE combines a model registry, provenance-tracked human verification and FAIR publication to move camera trap data from raw images to publishable data.
Rajapreethi Rajendran ↗
Accelerating specimen identification through Virtual Collections while promoting collaboration
Virtual reference collections with DOIs let experts identify and curate dispersed digital specimens remotely instead of shipping material or travelling.
Melanie de Leeuw ↗
Curation through citation: using AI and a knowledge graph to curate DNA barcodes
Linking barcodes, specimens and literature in a knowledge graph could fix many BOLD records, if we can reliably extract the connecting codes from papers.
Roderic Page ↗