https://transect-notes.pages.dev/AI tools for camera-trap, bird-sound and species-photo work in field ecology and volunteer biodiversity.enhttps://transect-notes.pages.dev/camera-trap-image-triage-workflow/https://transect-notes.pages.dev/camera-trap-image-triage-workflow/Thu, 29 Oct 2026 15:00:00 GMTA large camera-trap archive should be processed in stages: identify likely empty frames, separate images containing animals, and send uncertain or potentially important detections to human.https://transect-notes.pages.dev/bird-sound-presence-absence-interpretation/https://transect-notes.pages.dev/bird-sound-presence-absence-interpretation/Sun, 18 Oct 2026 17:00:00 GMTA bird-sound identification app can suggest that a species vocalization is present in a recording, but its output alone cannot establish population presence, breeding status or true.https://transect-notes.pages.dev/metadata-for-ai-labelled-wildlife-images/https://transect-notes.pages.dev/metadata-for-ai-labelled-wildlife-images/Thu, 08 Oct 2026 14:00:00 GMTAI-labeled wildlife images need metadata that separates the original observation from the machine's suggested identification and any later human correction.https://transect-notes.pages.dev/volunteer-image-classification-checklist/https://transect-notes.pages.dev/volunteer-image-classification-checklist/Mon, 28 Sep 2026 11:00:00 GMTAI image classification can help citizen science projects organize large image collections, but it requires clear identification rules, consistent metadata and a defined human review.https://transect-notes.pages.dev/audit-automated-species-labels/https://transect-notes.pages.dev/audit-automated-species-labels/Thu, 24 Sep 2026 12:00:00 GMTA useful spot-check sample should represent the range of images and classifications in a wildlife dataset, with additional attention to rare taxa, uncertain labels and difficult.https://transect-notes.pages.dev/naming-wild-animals-field-notes/https://transect-notes.pages.dev/naming-wild-animals-field-notes/Tue, 15 Sep 2026 13:00:00 GMTGiving a wild animal a name or describing its behavior in human terms can make field notes readable, memorable and useful for communicating observations.