camera-trap

Software for automated insect monitoring with the Insect Detect camera trap.

Scene and animal attribute retrieval from camera trap data with domain-adapted vision-language models

1st Place Solution to iWildcam 2021: Count the number of animals of each species present in a sequence of images

Universal Chimpanzee Face Embedding

Self-hosted review UI for SpeciesNet wildlife classifier predictions

Software for post-processing of data captured with the Insect Detect camera trap.

Self-hosted web app for Tapo cameras: live view, SD card browser and download, automatic animal detection (fox, marten, cat, hedgehog...). Works with the new local protocol (error -40211).

Self-hostable web app for MeshCam: thumbnail-first image delivery, device telemetry, command queue (AGPL-3.0)

A Python tool for estimating animal GPS coordinates from camera-trap imagery using known camera position, bearing, and pinhole geometric projection. Uses YOLO+SAHI sliced inference for detection and BioCLIP 2 (via open_clip) for zero-shot species classification.

Sense and record bats based on visuals, audio and VHF signals

AI assisted CCTV wildlife detection

🎯 AI-Powered Camera Trap for MaixCAM | Hybrid Motion+YOLOv8 Detection | Telegram Notifications | Wildlife Monitoring & Security | 4 Detection Modes | Night Vision | Auto Storage Management | Production Ready

Local backyard wildlife webcam rig - motion-gated MegaDetector v6 capture with species ID, individual re-ID, behaviour clips, and a live dashboard.

Edge AI device + YOLOv5m species classifier for satellite-connected wildlife monitoring. Arduino + Jetson Nano trail-camera unit that classifies on-device and reports over Iridium.

Promotion gate, per-site trust report and label-free drift study for zero-shot camera-trap classifiers (BioCLIP 2, SpeciesNet). Cheap adapted challengers are scored site by site on the Orinoquía dataset with a frozen hold-out and paired bootstrap.

Monocular Depth Estimation for Wildlife Distance Sampling

Exploration utilities for Wildlife Insights projects.

How to rebuild a continuous wildlife detection pipeline on your own resources. Documentation and deploy config; no model code.

Split trail-camera recordings into trigger events at their own motion-sensor times, grab the middle frame of each event and name what triggered the camera with YOLOX object detection, all as Pixeltable computed columns and views · built with Pixeltable

An open Data Package specification for environmental, climate, and conservation media. Pairs media files with spatial alignment, environmental telemetry, and open observation schemas.