Forest Wise: An Open-Source AI System for Real-Time Illegal Logging Detection

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Authors: Ayush Thapa
Cited by: 0

Abstract

Forest Wise is an open-source, end-to-end AI system for detecting illegallogging using low-power edge nodes, LoRa communication, and cloud-basedcomputer vision models. The system converts raw audio into a 32×32 mel-spectrogramimages (~2 KB) for efficient transmission and classification using Azure CustomVision and GPT-4o Vision. This repository contains the full implementation code,hardware specifications, and documentation. The accompanying academic paper is available on Zenodo at: https://doi.org/10.5281/zenodo.18229364

Fields of Study & Subjects

Music and Audio Processing Smart Agriculture and AI IoT and Edge/Fog Computing

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
13 January 2026
Language
EN