trail-camera

Multimodal vector search of images and videos taken from trail cameras. Demonstrates how build multimodal AI search (text and image) using the Meta AI ImageBind model.

• Updated Mar 17, 2024
• Jupyter Notebook

A python based GUI that runs an onnx detection model over trail camera images. The output can then be manually reviewed image by image to correct any detection errors to give an accurate output for either reporting or for feeding more images back into the detection model for improving accuracy.

• Updated Aug 1, 2026
• Python

Open-source ESP32-S3 firmware for MeshCam LoRa mesh trail cameras: leaf nodes, relays, gateway (Reticulum transport)

• Updated Aug 16, 2026
• C++

Simple script to enable wifi on Ceyomur trail camera using bluetooth

• Updated Jun 6, 2022
• Python

Burrel/Spartan/Spromise trail camera log file decoder

• Updated Aug 30, 2022
• HTML

MeshCam device + ingest API spec: BYOD nodes are first-class (CC-BY-4.0)

• Updated Jul 14, 2026

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

• Updated Aug 16, 2026
• Python

A complete, reproducible guide to diagnose and fix chronic night (IR) over‐exposure on Suntek/Novatek‐platform trail cameras (e.g. HC‐940Ultra, HC-950Ultra, HC‐960Ultra‐li and siblings), by correcting the auto‐exposure (AE) tuning inside the firmware and re‐computing the firmware checksums so the patched image boots and flashes normally.

• Updated Jul 29, 2026
• Python

Remove the Bushnell watermark from videos produced by Bushnell trail cameras

• Updated May 26, 2025
• Python

Automated wildlife detection and video curation via local multimodal AI.

• Updated May 4, 2026
• C#

Browse, play and export clips from 7links trail cameras (.media chunks -> MP4)

• Updated Aug 28, 2026
• C#