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Web tool for computer vision data collection.

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ISSResearch/Data-Collection-Tool

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ISS Data Collection Tool

An end-to-end dataset collection system designed for scalability. Supports multi-role workflows, structured label taxonomies, validation cycles, goal tracking, and archive exports. Ideal for organizations building private, high-integrity datasets with distributed teams of data collectors.

🛠 Currently in active development. Ideal for internal use, pilots, and research-stage projects.

🧩 Features

This platform enables you to:

  • Create projects with custom label systems
  • Upload images/videos and assign them to labeling schemas
  • validate uploaded files
  • Set collection goals
  • Track progress with stats
  • Export data

📚 Documentation & Examples

Seedocs/ for manuals and walkthroughs:

⚙️ Architecture

  • Main Backend: Django + PostgreSQL
  • File Backend: FastAPI + MongoDB (blob storage)
  • Task Queue: Celery + Redis
  • Frontend: React
  • Deployment: Docker, Compose, Makefile-based workflow

📁 Folder Structure (Top Level)

  • backend-app/ — main Django app
  • frontend-app/ — React app
  • storage-app/ — FastAPI blob service
  • scripts/ — app handy tools
  • tests/ — global tests
  • nginx/,redis/ — infrastructure configs
  • Makefile — common commands
  • docker-compose*.yml — dev/test/prod setup

🚀 Getting Started

Prerequisites

  • Docker + Docker Compose installed
  • .env file created from.env.sample
cp .env.sample .env

Build & Run

make build# build all servicesmake start# start in prod modemake dev# start in dev mode

Full command list available in the Makefile section below.

🧪 Testing

Run with:

dockerexec iss-test-back ./manage.pytest# Main Backenddockerexec iss-test-storage python3 src/test.py# Storage Backenddockerexec iss-test-front npmtest# Frontenddockerexec iss-tests flake8# Python linterdockerexec iss-test-front npm run lint# JavaScript linterdockerexec iss-test-front npm run compile# JavaScript ts compiler checker

🛠️ Makefile Commands

General

make build# build all servicesmake start# start in prod modemake stop# stop prod modemake start-new# rebuild and start services in prod modemake restart# stop and start in prod mode

Dev Mode

make dev# start in dev modemake dev-stop# stop dev modemake dev-new# rebuild and start services in dev modemake dev-restart# stop and start in dev mode

Tests

maketest# rebuild and start services in test modemake test-start# start in test modemake test-build# build test modemake test-stop# stop test modemake test-restart# stop and start services in test mode

Utils

make dump-schema# dump database schemamake dump-data# dump database datamake dump-all# dump database both schema and datamake init-admin# create new superuser

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