Image Background Replacement using Amazon SageMaker Semantic Segmentation

Project Overview: We are seeking a skilled freelance developer to create a solution that leverages Amazon SageMaker semantic segmentation to replace the background of images with a primary focus on a car object. The application should be developed in PHP or Python (Lambda) to automate the process and trigger events based on image uploads to an S3 bucket. Key Requirements: 1. Semantic Segmentation with Amazon SageMaker: * Utilize Amazon SageMaker semantic segmentation to accurately identify and isolate the car object in the images. * Implement a solution to replace the background while preserving the main focus on the car. 2. S3 Bucket Integration: * Access images from an S3 bucket as the source for background replacement. * Save the processed images with the new background back to the same S3 bucket. 3. Background Options: * Implement the functionality to allow users to choose from a set of preset background options including 1) replace background with white, 2) blur background, 3) replace background with supplied image(s) 4. Programming Languages: * Code the solution in either PHP or Python (Lambda) to handle the image processing and trigger events. 5. Event Trigger: * Develop an event-triggering mechanism (AWS Lambda function) to initiate the image background replacement process upon new image uploads to the S3 bucket. 6. Data Communication: * Ensure that the script communicates the details of the new image (e.g., filename, location, metadata) back to the main script (PHP, Python). 7. AWS SageMaker Setup Instructions: * Include clear instructions on how to set up and configure Amazon SageMaker for semantic segmentation. * Provide guidance on necessary AWS permissions, configurations, and any prerequisites required for the solution to function seamlessly. Skills and Experience: * Proven experience in image processing and manipulation. * Familiarity with Amazon SageMaker and semantic segmentation. * Proficiency in PHP or Python, with specific expertise in serverless computing (AWS Lambda). * Experience with AWS S3 bucket integration and event-driven architecture. Deliverables: * A fully functional script/application that seamlessly replaces the background of car-focused images using Amazon SageMaker semantic segmentation. * Documentation, including setup instructions for AWS SageMaker and any additional configurations required. Timeline: * ASAP. Interested candidates are requested to provide examples of similar projects, along with a detailed proposal outlining their approach, estimated timeline, and cost. We look forward to collaborating with a talented developer to bring this image background replacement solution to life.