React · Vite · Tailwind CSS · Three.js
🌐 Live Demo · 🎥 Demo · 📝 Kaggle Writeup · 🔗 DOI
🏠 Home Page · Watch Demo |
🧪 Model Playground · Watch Demo |
The client app for LiteNeTX — a lightweight CNN family built entirely from scratch (no pretrained models or transfer learning). Explore architectures, run live inference, and visualize model performance through an interactive web UI.
Related repository: LiteNeTX Backend — FastAPI inference API that powers this app.
LiteNeTX is a research-driven image classification project with three custom models for FashionMNIST, CIFAR-10, and CIFAR-100. This repo is the React frontend deployed at litenetx.in; it connects to the backend for uploads, predictions, and example galleries.
| Model | Dataset | Highlights |
|---|---|---|
| LiteNeTX-FMNIST | FashionMNIST | Compact conv blocks · grayscale 28×28 |
| LiteNeTX-C10 | CIFAR-10 | Residual stages · 32×32 RGB |
| LiteNeTX-C100 | CIFAR-100 | Wide SE-ResNet · 100-class head |
Training hardware: NVIDIA Tesla T4 ×2 (30 GB VRAM)
- 🛠️ Scratch-Built CNNs — Showcases LiteNeTX models developed from scratch — no pretrained weights
- 🧪 Model Laboratory — Interactive playground with upload & real-time inference
- 🏗️ Architecture Explorer — Layer-by-layer breakdown of all three LiteNeTX models
- 🌐 3D Neural Network — Immersive Three.js visualization of network topology
- 📈 Performance Insights — Accuracy & parameter reduction charts vs. baselines
- 📊 Model Comparison — Side-by-side specs for FMNIST · CIFAR-10 · CIFAR-100
- 🌓 Dark / Light Theme — Polished UI with smooth page transitions
- 📱 Responsive — Desktop & mobile ready
- 📡 Keep-Alive — Backend warm-up for faster cold-start inference
| ⚛️ | React 18 · TypeScript · Vite |
| 🎨 | Tailwind CSS · Radix UI · Framer Motion |
| 🌐 | React Three Fiber · Drei · Three.js |
| 🔄 | React Query · React Hook Form · Zod |
| 📊 | Recharts — performance visualizations |
| 🗺️ | React Router · Vercel Analytics |
npm install
npm run devCreate a .env file and point the app at your local or deployed API:
VITE_API_BASE_URL=http://localhost:8000🌐 App → http://localhost:8080
⚡ Backend → LiteNeTX_Backend
If you find this project useful or interesting, please consider giving it a ⭐ on GitHub! Your support helps make the project more visible and encourages further development.
Licensed under the GNU Affero General Public License v3.0 (AGPL-3.0).
Copyright © 2026 Ameya Sanjay Chopade · See LICENSE for details.