Project Overview: We’re looking for an experienced developer to build a fully automated, cloud-hosted system that transforms plain “ghost mannequin” photos of our products into five unique, styled images on a consistent model. The solution must be easy to scale up or down in the cloud as our image-generation needs fluctuate.
What You’ll Deliver: - Automated Garment Extraction: Take front/back mannequin photos and isolate the clothing items.
Accessory & Styling Selection: -For each garment, automatically pick matching shoes, bags, jewelry - and for tops, also bottoms- so that each outfit looks cohesive. Accessories are optional if none make sense.
Pose, Hair & Makeup Variation: - Generate five distinct, natural full-body shots per product with different poses, hairstyles, and make-up looks drawn from a preset library.
Consistent Model & Background: - Ensure the same slender model appears in every image, head-to-toe, set against a seamless white backdrop.
High-Resolution Output: - Produce JPGs at 1801×2600 pixels, ready for our online store.
End-to-End Orchestration & Scaling: - Wire everything together so that uploading a new product triggers the entire flow automatically. Deploy in the cloud with auto-scaling of compute resources (GPUs) to match demand.
Key Responsibilities: - Design and implement each stage - from garment isolation through final image delivery - so there’s zero manual intervention. - Create and manage libraries of poses, hairstyles, and make-up styles. - Build logic for selecting and matching accessories based on product type and style. - Integrate an AI-based image generator that applies the clothing and styling to the model. - Set up automatic workflows that start when a new product image arrives, handle retries/failures, and notify on errors. - Deploy and operate the solution in the cloud, ensuring it can easily spin up GPUs or other resources as needed. - Provide monitoring and simple dashboards so we can track progress and spot issues.
What We’re Looking For: - Proven experience building automated image-processing or AI pipelines - Strong background in generative AI for images. - Comfort with setting up cloud-based workflows and auto-scaling compute resources. - Familiarity with end-to-end deployment: triggering on new inputs, handling retries, and updating databases or storage with results. - Excellent Python development skills and ability to integrate multiple services into a single automated flow. - Clear communication in English and ability to document design and operation steps.
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