nitesh.saini
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Domain

Forest & Governance

AI-driven tools and research for forest ecosystem management and community forest governance, spanning species mapping, biomass estimation, and local-language AI agents that support forest-dependent communities.

9applications
35technologies

Applications

applicationshipped

MonoDBH

Monocular metrology · instance segmentation

Metric tree diameter from a single RGB frame — trunk segmentation plus pinhole projection, no reference object or specialised hardware.

0.953
Mask mAP50
130 FPS
Inference

stack

  • YOLOv8s-seg
  • Grounding DINO
  • SAM 2
  • +1
Datasetopen
applicationshipped

nCount

Field geodata capture · spatial modelling

Geospatial data platform: an offline-first Android capture app and a web platform, running the inventory and boundary mapping pipelines.

500K+
Field data points
7+
States deployed

stack

  • Android · offline-first
  • Kalman-filtered GPS
  • Geofencing
  • +3
Launchopen
applicationin build

AGB Estimation

Biomass estimation · carbon stocks

Above-ground biomass from DBH, species, and height via species-specific allometric equations.

DBH · spp · H
Inputs
Allometric
Method

stack

  • Allometric modelling
  • MonoDBH
  • BarkVisionAI
open
applicationshipped

ArthaSakhi

Blockchain marketplace · forest produce

Blockchain-powered marketplace app digitising the forest-produce trade for women-led producer companies — from KYC onboarding to on-chain receipts.

Blockchain
Ledger
QR · PDF · print
Receipts

stack

  • Android
  • Blockchain ledger
  • QR verification
  • +2
Get appopen
applicationshipped

BarkVisionAI

Species recognition · research dataset

CNN bark-image species ID and large-scale benchmark dataset, published in Nature Scientific Data.

156,001
Images
Nature Sci. Data
Venue

stack

  • CNN
  • ResNet50
  • Transfer learning
  • +1
Paperopen
applicationin build

Collaborative Forest Governance Tools

Research tooling · RAG + interviews

Van Gyan knowledge RAG and Van Samvad interview chatbot for community forest research.

2
Components
JFM · FRA · PESA
Focus

stack

  • LangGraph
  • RAG
  • Vector DB
  • +1
open
applicationshipped

Forest Resource Inventory Mapping

Multi-sensor fusion · species distribution

Species distribution modelling on fused SAR + optical satellite stacks — landscape-scale vegetation layers, deployed across four states.

4
States deployed
S1 + S2
Sensor fusion

stack

  • Sentinel-1 SAR
  • Sentinel-2
  • Random Forest
  • +2
open
applicationshipped

RatiFi

Forest rights · claim workflow

Claim filing and tracking system for Community Forest Resource rights under the Forest Rights Act — prefilled claims, stage-by-stage tracking, and offline use.

CFR · FRA 2006
Claims
JH · AP
Deployments

stack

  • Claim workflow engine
  • Prefilled templates
  • Real-time notifications
  • +2
Launchopen
applicationin build

Van Saathi

Speech pipeline · LLM synthesis

Indic-language voice agent — multi-speaker transcription and diarisation fused with geospatial field data, answered back as speech.

20
Speakers diarised
Speech
Output

stack

  • Whisper
  • Sarvam STT / TTS
  • pyannote
  • +2
Launchopen
applicationin build

Van Gyan

Knowledge RAG · literature discovery

Vector search over forest-governance literature, field reports, and policy documents.

RAG
Mode
Collab tools
Parent

stack

  • RAG
  • Semantic search
  • Vector DB
  • +1
open
applicationin build

Van Samvad

Multilingual interview agent

Multilingual interview chatbot for stakeholders in JFM, FRA, PESA, and related institutions.

Speech + text
Interface
Collab tools
Parent

stack

  • LangGraph
  • Sarvam AI
  • Whisper
  • +1
open
Forest & Governance
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