We are pleased to announce the Wildbook software release v.2021-05-31, which is reflected in the Flukebook.org platform for cetacean photo ID. Wildbook DOI: 10.5281/zenodo.4895243 <https://zenodo.org/badge/DOI/10.5281/zenodo.4895243.svg)](https://doi.org/10.5281/zenodo.4895243> Wildbook Image Analysis (WBIA): 10.5281/zenodo.4784646 <https://zenodo.org/badge/DOI/10.5281/zenodo.4784646.svg)](https://doi.org/10.5281/zenodo.4784646> For an overview of Flukebook's multi-species, multi-modal machine learning for photo ID, please see: https://docs.wildme.org/docs/researchers/ia_pipeline Community support for Wildbook is provided at: https://community.wildme.org Release notes for May 2021 Flukebook Updates - Added new locations in the Atlantic Ocean and Hawaii. - Improved algorithms for gray whale computer vision have been deployed for performance testing Bug Fixes - WB-1671 Resolve submitter email issue - WB-1634 Images no longer swapping width and height with annotation location. - WB-1630 Conflict between projects and submissions has been resolved. - WB-1626 Corrected “My data” restriction in match filtering. - WB-1625 Corrected project filter in iaResults to include all project matches. - WB-1601 Google maps renders GPS and ignores LocationID correctly. - WB-1529 Flukebook projects display more than the IndoCet Opportunistic project. **Wildbook-IA Release Notes (Machine Learning)** The following updates were made to WBIA last month. SAGE-40 Completed the AI extension for the MAPS project (general purpose, multi-species dorsal fin matching). Added bonus: works great for white shark individual ID too! SAGE-293 Two new publications at CVPR workshop “CV 4 Animals” on 1) the continual ID curation problem and 2) CurvRank V2. SAGE-304 New WBIA API for the background job engine allows job IDs to be specified instead of generating random UUIDs. SAGE-310 Migrate WBIA codebase in GitHub to use the new “main” branch convention. Bug Fixes SAGE-292 Fix EXIF orientation parsing with OpenCV. SAGE-309 Fix automated testing on CI for GitHub. Jason Holmberg (he/him/his) Executive Director, Wild Me <https://wildme.org/> A.I. and humans combating extinction together.