Spaces:
Running
on
Zero
Running
on
Zero
Update README.md
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README.md
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short_description: Officail 'Nano Banana + Upscale + Outpainting'
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---
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short_description: Officail 'Nano Banana + Upscale + Outpainting'
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---
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Nano Banana PRO
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AI-Powered Image Style Transfer with Outpainting & Auto-Upscaling (4x)Overview
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Nano Banana PRO is a Gradio-based web application that leverages the google/nano-banana model from Replicate API for image style transfer. Users can apply desired styles to uploaded images, optionally expand image boundaries (outpainting), and automatically perform 4x upscaling.Key Features
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1. Style Transfer
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AI-powered style transfer with 1-2 uploaded images
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Fine-grained style control via text prompts
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Powered by google/nano-banana model
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2. Outpainting (Optional)
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Image boundary expansion functionality
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Multiple aspect ratio support (9:16, 16:9, 1:1, custom)
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5 alignment options (center, left, right, top, bottom)
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Adjustable mask overlap ratio (1-50%)
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Image resize options (full, 50%, 33%, 25%, custom)
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3. Auto Upscaling
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Automatic Real-ESRGAN 4x upscaling for all generated images
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High-quality image output guaranteed
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4. ZeroGPU Optimization
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Optimized for Hugging Face Spaces ZeroGPU environment
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Efficient GPU resource management
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Memory management and timeout prevention logic
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Tech Stack
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Required Libraries
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gradio: Web interface
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spaces: Hugging Face Spaces GPU support
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replicate: Replicate API client
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Pillow (PIL): Image processing
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requests: HTTP request handling
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numpy: Numerical operations
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Models Used
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Main Model: google/nano-banana (style transfer)
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Upscaling Model: nightmareai/real-esrgan (4x upscaling)
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Usage
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Basic Usage
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Enter style description text
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Upload 1-2 images
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Click "Generate Magic with Auto-Upscale" button
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View and download processed image
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Outpainting Usage
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Check "Enable Outpainting" checkbox
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Enter outpaint prompt
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Set target aspect ratio and size
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Select alignment option
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Preview with "Preview Outpaint Mask"
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Click generate button
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Limitations
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Maximum processing time: 180 seconds (GPU duration)
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Maximum image size: 2048x2048 pixels
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Replicate API token required
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Internet connection required (external API calls)
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Error Handling
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Main Error Responses
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Timeout: Automatically returns original image
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API Error: Retry logic applied
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Memory Shortage: Automatic garbage collection
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Upscaling Failure: Returns original generated image
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Performance Optimization
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Reduced processing time with automatic image resizing
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Improved memory efficiency with timely intermediate variable deletion
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Network stability through retry logic
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Duration settings optimized for ZeroGPU environment
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License & Credits
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google/nano-banana model
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nightmareai/real-esrgan model
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Hugging Face Spaces infrastructure
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AI Image Processing
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#AIImageGeneration #ImageStyleTransfer #AIArt #TextToImage #ImageToImage #AIImageProcessing #GenerativeAI #DeepLearning #MachineLearning #ComputerVision #NeuralStyleTransfer #AIImageEnhancement
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Tech Stack
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#Gradio #GradioApp #HuggingFace #HuggingFaceSpaces #ReplicateAPI #Python #WebApplication #ZeroGPU #GPUComputing #CloudComputing #AIDeployment #MLOps
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Image Editing Features
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#Outpainting #ImageExpansion #ImageUpscaling #RealESRGAN #SuperResolution #4xUpscaling #ImageEnhancement #ImageQuality #HDImage #ImageRestoration #ImageResizing #AspectRatio
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Models & Frameworks
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#NanoBanana #GoogleAI #ESRGAN #DiffusionModels #ImageDiffusion #StableDiffusion #AIModels #PretrainedModels #TransferLearning #FineTuning
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User Experience
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#NoCode #LowCode #UserFriendly #WebUI #DragAndDrop #RealTimeProcessing #InstantResults #AutoProcessing #BatchProcessing #ImageOptimization
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Developer Related
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#OpenSource #APIIntegration #PythonDevelopment #WebDevelopment #FullStack #FrontEnd #BackEnd #CloudNative #Serverless #Microservices
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Industry Applications
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#CreativeTools #DesignAutomation #ContentCreation #DigitalArt #PhotoEditing #GraphicDesign #MediaProduction #VisualEffects #ImageManipulation #CreativeAI
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Community & Platforms
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#HuggingFaceCommunity #AIcommunity #OpenAI #MLCommunity #DataScience #ArtificialIntelligence #TechInnovation #AITools #ProductivityTools #CreativeTechnology
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Performance & Optimization
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#PerformanceOptimization #MemoryManagement #GPUOptimization #LowLatency #HighPerformance #Scalable #Efficient #FastProcessing #ResourceOptimization #CostEffective
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Trends & Innovation
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#AI2024 #AI2025 #FutureOfAI #Innovation #TechTrends #DigitalTransformation #AIRevolution #NextGenAI #CuttingEdge #EmergingTech #AIApplications
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