Camera Trap Image Review Agent

Camera traps produce huge numbers of images, and most are empty frames triggered by wind or grass. When a batch of cards is uploaded, this agent first checks each camera's metadata: dates, times and site IDs, because a wrong clock ruins activity analysis. Clock errors are corrected from known timestamps or sent to the field team. It then removes empty images, labels animals with an image model and groups images into independent detection events using your time rule. Labels below the confidence threshold, and every rare or protected species detection, go to a review queue. After review, it tallies detections per site and flags cameras with mostly blocked or empty frames. The ecologist reviews the queue and approves the final dataset. Edge case: a camera whose clock reset to the factory date has times corrected from the card's known timestamps, with a note.