FinPrint Field Kit
Phone- and camera-trap app that re-identifies individual fish, whales, sharks, or pangolins across months and years, so field teams get population counts without manual photo matching.
Marine biologists and conservation program leads running longitudinal wildlife surveys
- Upload a folder of field photos and get back a list of unique individuals with confidence scores
- Annotation layer for notes on sex, scars, or behavior that travels with each individual
- Export to CSV/mark-recapture stats packages used by population ecologists
- Offline mode for remote field stations with sync when back on Wi-Fi
The paper validates a parameter-efficient method that holds up across years of seasonal appearance change, removing the main blocker that has kept ReID out of routine field workflows.
ECOCEAN/Wildbook for Whale Sharks alone holds 50,000+ photos from 54 countries and Wildlife Insights plus African Carnivore Wildbook confirm an active user base of field researchers submitting camera-trap imagery.Whale Shark & Marine Environment - ECOCEAN ↗Home | Wildlife Insights ↗
Market is crowded: Wildbook has species-specific instances (whale sharks, manta rays, African carnivores), Wildlife Insights is Google-backed, plus HotSpotter, Wild-ID, ArgusWild, Anemo Robotics, and Biotactic all occupy the space.Wildbook ↗ArgusWild AI ↗Wildbook for African Carnivores ↗
Wildbook is open source ('Wildbook is an open source software framework') and Wildlife Insights/ECOCEAN are free; researchers and conservation NGOs run on grant budgets, so willingness-to-pay for a competing paid field kit is weak.Wildbook - Wild Me by Conservation X Labs ↗
Biodiversity monitoring is a decades-long institutional need, the ECOCEAN library has been running since 2008, and climate-driven conservation funding is growing.ECOCEAN Whale Shark Photo-identification Library ↗
Cross-species ReID spanning fish, cetaceans, sharks and pangolins (radically different visual signatures) plus offline phone + camera-trap integration is non-trivial; the cited arXiv method is a research result, not a productized pipeline.HotSpotter - Patterned Species Instance Recognition ↗