Outdoor Routes & Botanical Checkpoints

Structured hiking and field corridors generated using open-weight spatial reasoning. All waypoints are computed without external cloud telemetry.

ROUTE-NY-01
Deciduous Canopy Survey
Distance: 1.62 km
Est. Walking Time: 28 min

Ramble Hardwood & Outcrop Survey

This corridor passes through mixed mature hardwood stands, rocky terrain, and secondary growth understory. The objective is to record native fall foliage specimens and log structural waypoints without continuous mobile screen usage.

Audio Guidance Mode: Ready. Allows hands-free trail traversal.
Target Botanical & Structural Waypoints 1 of 3 Verified
Status Taxon / Target Classification Target Target Coordinates Verification Action

Model Specifications & Inference Pipeline

Local Offline Pipeline
Generation Model Gemma-2-9b-it (4-bit edge)
Vision Classifier MobileNetV2-Botanical (ONNX)
Spatial Data Source OpenStreetMap Vector Tiles
Network Dependency Zero External API Calls

Spatial GIS & Trail Navigation

Real-time GPS track recording and waypoint projection. Tiles rendered via OpenStreetMap standard specifications.

GIS Projection: EPSG:3857 (Web Mercator)
GPS Accuracy: 3.2 meters
Recorded Distance: 1.62 km

On-Device Visual Landmark Classifier

Botanical specimen verification executed directly within the browser runtime using WebAssembly and ONNX. No photographs are uploaded to remote servers.

Camera Stream Inactive

Initialize your device video capture stream or evaluate a benchmark field specimen image.

Benchmark Test Specimens:

Classification Diagnostics

Inference Latency: 36ms
Taxon / Class Label Softmax Probability Target Verification Action
Acer saccharum (Sugar Maple)
0.964
Verified Match

Cataloged Botanical & Infrastructure Records

Local database of verified observations stored in client storage with cryptographic hashes and timestamp logs.

Record ID Scientific Name Taxonomic Division Probability Coordinates Timestamp

Developer & Project Documentation

Technical specifications, architectural foundations, and author contact profiles.

Saurabh Kumar

Saurabh Kumar

Full-Stack Web Developer & Data Analyst

Project Author: GreenPulse

GreenPulse is developed as a focused open-source GIS and edge-intelligence application. The primary design goal is functional autonomy: routing, landmark indexing, and photographic validation operate on localized weights, preventing external network dependencies and eliminating user behavioral tracking on remote infrastructure.