AI & Computer Vision

Smart Aquaculture AI / Firmatech

Prototype smart aquaculture platform with fish counting, disease checks, biomass estimates, pond monitoring, alerts, reports, mobile flows, and an admin dashboard.

PrototypeNo public repoSmart aquaculture AI platform / 2024-2025

Problem

Aquaculture operators need to track water quality, fish health, biomass, feeding, and alerts, but manual checks and disconnected records slow response.

Solution

Split the MVP into an Expo app, Next.js dashboard, TypeScript/MongoDB API, FastAPI AI backend, data simulator, and notification service.

Key Features

AI fish counting from video frames using YOLOv8-style Roboflow detection and centroid tracking

Fish weight and biomass estimation from image-based length detection and an empirical formula

Disease classification for healthy fish, Aeromonas, Streptococcus, Tilapia Lake Virus, and uncertain cases

Sensor monitoring for pH, oxygen, temperature, water level, salinity, nitrate, and suspended solids

Gemini/Agno report generation from tank measurements and fish details

Expo mobile app for pond overview, alerts, profiles, notifications, and multi-pond navigation

Next.js admin dashboard for real-time pond monitoring, role management, feeds, and analytics

Cron-based data simulator for hackathon demos with generated measurements and dummy fish images

Pond monitoring pipeline

two backends, one app

Two backends because they fail differently: the Express core serves farm records that must always answer, and the FastAPI service runs models that are slow and occasionally wrong. The simulator is the honest part — the ponds had no instrumented hardware yet, so cron jobs and dummy images stood in for sensors so the rest of the system could be built and demonstrated against realistic input.

Firmatech AI Screenshots

10 views

Firmatech backend data model linking users, tanks, measurements, reports, alerts, feed, and fish records. — Backend data model for users, water tanks, measurements, reports, alerts, feeding, and fish details.

Firmatech mobile dashboard with pond overview, alerts, fish count, and pond status cards. — Mobile farm dashboard with pond counts, fish totals, alerts, status, and navigation.

Firmatech critical temperature push notification on an Android lock screen. — Push-notification evidence for critical pond events, including a temperature alert.

Firmatech feed stock low push notifications on an Android lock screen. — Feed stock alert flow using Expo/Firebase-style mobile notifications.

Firmatech fish counting workflow using scheduled video frames, Roboflow, YOLOv8, and centroid tracking. — Fish counting flow: simulated frames, Roboflow/YOLOv8 inference, and centroid tracking to avoid duplicate counts.

Firmatech fish weight estimation workflow using image sampling, Roboflow detection, pixel calibration, and biomass formula. — Weight and biomass flow: detect length, convert pixels to centimeters, then apply the empirical formula.

Firmatech disease detection workflow using Roboflow classification for healthy fish and disease classes. — Disease detection flow with Roboflow classification for healthy fish, Aeromonas, Streptococcus, Tilapia Lake Virus, and uncertain cases.

Firmatech farm report generation workflow using Gemini and Agno. — Daily report flow that formats tank measurements and generates operator-readable recommendations through Gemini/Agno.

Firmatech fish detection model training graphs with loss, precision, recall, and mAP curves. — Fish detection training curves covering loss, precision, recall, mAP50, and mAP50-95.

Firmatech disease detection model training graphs with loss, precision, recall, and mAP curves. — Disease model training curves for classification and detection quality review.