I am looking for a skilled developer to create a 2D avatar clothing change application. The goal of the project is to allow users to change the clothing of their avatar in images. The application will overlay different clothing items onto existing avatar images.
Key Features:
Avatar Dataset:
Gather a diverse dataset of avatar images covering various poses, lighting conditions, and backgrounds. Clothing Images:
Collect images of clothing items with a transparent background for seamless overlay onto avatars. Image Preprocessing:
Resize avatar and clothing images to a consistent size. Optional: Background removal for clothing images. Segmentation Model (Optional):
Train or use a segmentation model to identify the region of interest on avatars corresponding to the clothing area. Image Warping:
Implement or use image warping techniques to overlay clothing images onto avatars based on segmentation or desired regions. Alpha Blending:
Apply alpha blending to seamlessly integrate clothing onto avatars. Adjust transparency based on segmentation masks or specific criteria. User Interface (Optional):
Design a user interface for a user-friendly experience, allowing users to upload avatars, clothing, and make selections. Testing and Validation:
Ensure the system is robust by testing it with a set of images under various scenarios and lighting conditions. Documentation:
Document the code, providing clear instructions on usage, dependencies, and examples for future reference. Optimization (Optional):
Optimize the code for performance, considering parallelization or hardware acceleration if needed. Deployment (Optional):
If applicable, deploy the project as a service or application. Consider the deployment environment and any additional requirements. Requirements:
Proficiency in Python and relevant libraries (e.g., OpenCV, TensorFlow). Experience with image processing, segmentation, and blending techniques. Ability to create a user interface for a seamless user experience (if applicable). Strong documentation skills for future reference and collaboration. Optional: Experience with optimization techniques for performance improvement. Deliverables:
Fully functional 2D avatar clothing change application. Source code with clear documentation. Test results demonstrating the robustness of the system. Budget: Please provide a realistic estimate of the budget and timeframe for completing the project.
Additional Notes: Feel free to include any additional information or specific requirements you may have for the project.
