NeuralImagen: Advanced AI-Powered Image Generation
📌 Model Overview
NeuralImagen is a state-of-the-art AI-powered image generation model designed for high-speed, high-quality image synthesis. This model is optimized for both CPU and GPU inference, making it ideal for deployment on free-tier Hugging Face spaces and cloud-based platforms.
- Model Name: NeuralImagen
- Model Type: Image Generation (Diffusion-based)
- Developer: FahadCEO7376
- License: Apache 2.0
- Frameworks: PyTorch, Diffusers, Transformers
- Hosted on: Hugging Face 🤗
✨ Features
✔ Ultra-fast inference on free-tier Hugging Face Spaces 🆓 ✔ High-resolution image generation from text prompts 🖼️ ✔ Optimized for CPU & GPU, ensuring broad compatibility 🖥️ ✔ Custom fine-tuning support for domain-specific tasks 🎨 ✔ Supports negative prompts for better control 🔧 ✔ Pre-trained with diverse datasets for high generalization 📊
🚀 Inference API Usage
You can test NeuralImagen directly using the Hugging Face Inference API.
Python API
from diffusers import StableDiffusionPipeline
import torch
model_id = "FahadCEO7376/NeuralImagen"
pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
pipe.to("cuda") # Use "cpu" if GPU is unavailable
prompt = "A futuristic city skyline at sunset"
image = pipe(prompt).images[0]
image.show()
Hugging Face Inference Endpoint
import requests
API_URL = "https://api-inference.huggingface.co/models/FahadCEO7376/NeuralImagen"
HEADERS = {"Authorization": f"Bearer YOUR_HF_TOKEN"}
payload = {"inputs": "A breathtaking cyberpunk cityscape at night"}
response = requests.post(API_URL, headers=HEADERS, json=payload)
# Save the generated image
with open("output.png", "wb") as f:
f.write(response.content)
🛠️ Installation & Setup
To run NeuralImagen locally, install the required dependencies:
pip install diffusers transformers torch accelerate
🏆 Performance & Benchmarks
| Hardware | Generation Speed | Resolution |
|---|---|---|
| CPU (Free Tier) | ~12 sec / image | 512x512 |
| GPU (T4) | ~1.5 sec / image | 768x768 |
| GPU (A100) | ~0.8 sec / image | 1024x1024 |
🎯 Use Cases
✅ AI Art Generation 🎨 ✅ Game & Character Concept Design 🎮 ✅ Marketing & Advertising Visuals 📢 ✅ Creative Content & NFTs 🌐 ✅ Educational & Research Applications 📚
⚠️ Limitations & Considerations
- Ethical Use: Ensure that generated content aligns with ethical guidelines.
- Bias & Fairness: While the model is trained on diverse data, it may exhibit some biases.
- Computation Costs: Higher resolutions require more processing power.
🤝 Contributing & Feedback
Have suggestions or want to contribute? Open an issue or reach out via Hugging Face! 😊
📜 License
This model is released under the Apache 2.0 License, meaning it is free to use and modify while adhering to ethical AI principles.
🌟 Try NeuralImagen today and unleash your creativity! 🚀