Cosine similarity calculation is used to compare encoded descriptions and picture attributes, enabling accurate furniture matching and producing a weighted score for similarity evaluation. The task was completed by following these steps:

• Precise comparisons are ensured by weighted scoring and sophisticated encoding methods for pictures and descriptions. successful matching of database objects with user photos.
• Gives users suggestions based on relevancy.
• All things considered, a more dependable and efficient furniture matching method.