Lifecycle Chair Computer Vision Project

Akbar Pardawalla

Updated 3 years ago

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Description

Here are a few use cases for this project:

  1. Furniture Restoration and Recycling: The "Lifecycle Chair" computer vision model can be employed to identify the type of stickers (A class or others) present on used or worn-out chairs. This can aid in sorting and categorizing chairs into different stages of their lifecycle, supporting furniture restoration efforts and promoting eco-friendly recycling practices.

  2. Furniture Assembly and Manufacturing: Manufacturers can leverage this computer vision model to identify Sticker A from the provided dataset to monitor the assembling process of wooden chairs with wire and metal frame components. It can help ensure that the correct elements are being utilized during construction and maintain consistency in the final product's quality in a smart manufacturing setting.

  3. Furniture Retail and Inventory Management: Retailers and furniture stores can use "Lifecycle Chair" to automate inventory management by identifying chairs with specific stickers in their warehouses. This model can help track the availability of chairs, streamline product sorting, and aid in decision-making for restocking and ordering.

  4. Auction Houses & Antiques Market: The "Lifecycle Chair" model can assist auction houses and antique dealers in identifying wooden chairs' age, lineage and restoration statuses through the classification of identified stickers. This information can be used to determine the value and authenticity of the pieces and make informed decisions while trading or auctioning antiques.

  5. Design Education & Research: Students, educators, and researchers can use the "Lifecycle Chair" model to study and analyze design trends and the evolution of chair styles over time. By identifying different classes of stickers on a range of chairs, they can gain insights into materials and techniques used throughout history, enabling a deeper understanding in the field of design and ergonomics.

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Cite This Project

LICENSE
CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        @misc{
                            lifecycle-chair_dataset,
                            title = { Lifecycle Chair Dataset },
                            type = { Open Source Dataset },
                            author = { Akbar Pardawalla },
                            howpublished = { \url{ https://universe.roboflow.com/akbar-pardawalla/lifecycle-chair } },
                            url = { https://universe.roboflow.com/akbar-pardawalla/lifecycle-chair },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2022 },
                            month = { mar },
                            note = { visited on 2024-11-05 },
                            }