Try-On Project

Outline

Problem:

• Finding the suitable style: Users struggle to find clothing styles that suit them.
• The final outlook of the clothes: It is difficult to visualize how clothes will look when worn.

Solution:

• Create an easy way of picking clothes: Simplifying the process of selecting clothes.
• Platform for final outlook display: Providing a platform where users can see the final look of the clothes on their body.

Try-On Flowchart

1. E-commerce Shopping: Users select clothes from an e-commerce website using a Google Extension.
2. Body Picture Upload: Users upload a picture of their body.
3. Clothes Picture Selection: Users select a picture of the clothes from the website.
4. Try-On: The IDM-VTON technology processes the images to create a virtual try-on experience.

Related Work – Virtual Try-On

IDM-VTON:

• Self-attention layer: Encodes low-level features.
• Cross-attention layers: Encodes high-level features.
• Encoder for clothes description: Provides detailed descriptions of the clothing items.

Limitations

• Tattoo: Difficulty in rendering tattoos accurately.
• Logo: Issues with displaying logos correctly.
• Upper body top: Challenges with certain upper body clothing items.
• Clothes size: Limitations in accommodating all sizes accurately.

Documentation

For more detailed information, please refer to the [project documentation](Virtual Try On(final).pdf).

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Note: The images referenced in this README (flowchart, related work) should be replaced with the correct paths to the images in your repository.