🔗 Try it in Colab: Google Colab Notebook
📂 GitHub File: image_generation.py
Generate professional product images using Google Vertex AI Imagen 3 to create studio-quality visuals from text prompts. 🖼️✨
You can generate high-resolution AI-powered photos of [specify product, e.g., sneakers, jewelry, clothing], showcasing them from multiple angles while highlighting key details like [materials, textures, branding, lighting, etc.]. 🎨🔍
git clone https://github.com/RobinaMirbahar/vertex-ai-imagen3-colab.git
cd vertex-ai-imagen3-colab
python -m venv venv
source venv/bin/activate # For Linux/Mac
venv\Scripts\activate # For Windows
pip install -r requirements.txt✅ 1024x1024 Resolution - Studio-quality output
✅ Multi-angle Generation - Show products from different views
✅ Colab Integration - Cloud-based execution
✅ Commercial Ready - Watermark-free options
🚀 Run the notebook instantly in Google Colab:
📂 View the source code on GitHub:
image_generation.py
- Google Cloud account with billing enabled
- Vertex AI API enabled
- IAM permissions:
Vertex AI Userrole
from google.colab import auth
auth.authenticate_user()
import vertexai
vertexai.init(project="YOUR-PROJECT-ID", location="us-central1")from vertexai.preview import vision_models
from IPython.display import display
# Initialize model
generator = vision_models.ImageGenerationModel.from_pretrained("imagegeneration-002")
# Create product images
response = generator.generate_images(
prompt="Professional studio photo of luxury sneakers, 360 view, 4K resolution",
number_of_images=4,
aspect_ratio="1:1",
guidance_scale=15,
seed=1234
)
# Display results
for idx, image in enumerate(response.images):
print(f"Image {idx+1}")
display(image._pil_image)| Category | Prompt | Preview |
|---|---|---|
| General Product Photography | 📷 "Create a high-resolution, professional studio photo of a pair of sneakers, placed on a clean, minimalistic background. The lighting should be soft and diffused, highlighting textures and materials. Capture multiple angles for a complete product showcase." |  |
| E-Commerce Product Listing | 🛒 "Generate a set of product images for an e-commerce listing of a smartwatch. Include front, back, and side views with a plain white background, even lighting, and realistic shadows." |  |
| Luxury & Premium Product Shots | 💎 "Studio-quality image of a luxury wristwatch on a black satin background with dramatic lighting. Highlight fine details such as textures, engravings, or embellishments to create a high-end look." |  |
| Lifestyle Product Photography | 🏡 "Generate an aesthetic lifestyle shot of a designer handbag being used in a modern home setting. Ensure natural lighting, warm tones, and a cozy, inviting atmosphere." |  |
| 360-Degree View for Interactive Display | 🔄 "Generate a seamless 360-degree product photography series for a high-end DSLR camera. Capture multiple angles with consistent lighting and high clarity for an interactive shopping experience." |  |
| Minimalist Product Showcase | ⚪ "Create a clean, high-quality product image of a wireless earbud case placed on a neutral, gradient background. Emphasize simplicity and elegance, with soft shadows and studio lighting." |  |
| Outdoor & Adventure Products | 🌿 "Capture a rugged outdoor product shot of a hiking backpack in a natural setting. Highlight durability and real-world use with earthy tones, dynamic lighting, and a scenic backdrop." |  |
# Customized generation with negative prompts
response = generator.generate_images(
prompt="Modern office chair with leather upholstery",
number_of_images=3,
negative_prompt="low quality, blurry, distorted, watermark",
aspect_ratio="16:9",
guidance_scale=20,
temperature=0.7,
person_generation="avoid"
)| Error | Solution |
|---|---|
PermissionDenied: 403 |
Verify IAM roles & enable Vertex AI API |
InvalidModelName: 404 |
Check model name spelling & regional availability |
InvalidAspectRatio |
Use supported ratios: 1:1, 4:3, or 16:9 |
pip install --upgrade google-cloud-aiplatform
gcloud services enable aiplatform.googleapis.com
- 📖 Imagen 3 Technical Docs
- 🐍 Python SDK Reference
- 📝 Prompt Engineering Guide
- 🔒 Safety Filter Settings
We welcome contributions! Follow these steps to contribute:
- Fork the repository 🔄
- Clone your fork
git clone https://github.com/your-username/vertex-ai-imagen3-colab.git cd vertex-ai-imagen3-colab
If you find this project helpful, feel free to ⭐ star the repository and 🔄 fork it to explore more!
Happy coding! 🚀
Generated images must comply with Google's Generative AI Prohibited Use Policy. Ensure responsible and ethical use of AI-generated content. 🚀