furniture detection Computer Vision Project

Mokhamed Nagy

Updated 2 years ago

4.6k

views

269

downloads
Classes (56)
1
Bed Cabinet
Carpet
Ceramic floor
Chair Clock Closet Computer Couch
Curtains
Door
Futec frame
Futech tiles
Gypsum Board
Monitor
Rug
Shelf Sofa
Swivel_C
TV stand
Table
Wall Futec
Wall Panel
Window Windows
Wooden floor
\
air conditioner
arm chair
bed
ceiling fan
chair closet
cupboard
dining table dining-table
dinning-table
door
drawer near bed
dresser
floor
frame
hanging lights
lamp
master bed
nightstand
photoframe
sideboard
sofa
stool
table
transparent closet
wall
wardrobe
windows

Metrics

Try This Model
Drop an image or
Description

Here are a few use cases for this project:

  1. Home Decoration Assistance: This model could be used in an application to help interior designers and homeowners visualize different furniture choices in a room. By recognizing existing furniture, the system could suggest affordable and stylish alternatives.

  2. ECommerce Customer Experience: Online retailers could use this model to create an interactive shopping experience. When customers upload photos of their rooms, the system could identify their existing furniture and suggest matching or complementary items to add or replace.

  3. Real Estate Staging Optimization: Real estate agents could leverage this model to propose optimal staging of homes for sale. Identifying the furniture and room components in images, agents could give advice on what furniture to move, add, or remove to enhance appeal.

  4. Augmented Reality Apps: AR applications could use this model for enhanced interactions in a room. Recognizing different furniture, the app could allow users to place virtual objects on or near them or even to visualize how new furniture might fit in their existing space.

  5. Smart Home Automation: Integrating this model into smart home systems could optimize automation rules based on the position and type of furniture in the rooms. For instance, identifying a TV stand can guide optimal lighting configurations for watching movies, or recognizing a bed might aid in adjusting room temperature for sleeping comfort.

Use This Trained Model

Try it in your browser, or deploy via our Hosted Inference API and other deployment methods.

Supervision

Build Computer Vision Applications Faster with Supervision

Visualize and process your model results with our reusable computer vision tools.

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{
                            furniture-detection-qiufc_dataset,
                            title = { furniture detection Dataset },
                            type = { Open Source Dataset },
                            author = { Mokhamed Nagy },
                            howpublished = { \url{ https://universe.roboflow.com/mokhamed-nagy-u69zl/furniture-detection-qiufc } },
                            url = { https://universe.roboflow.com/mokhamed-nagy-u69zl/furniture-detection-qiufc },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { mar },
                            note = { visited on 2024-11-24 },
                            }
                        
                    

Similar Projects

See More
9.2k images