Piyush Dubey

Multiclass Object Detection Model

Object Detection

Roboflow Universe Piyush Dubey Multiclass Object Detection Model

Multiclass Object Detection Model Computer Vision Project

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Explore Dataset

Here are a few use cases for this project which can be developed by people on this dataset:

1. Grocery Store Inventory Management: This computer vision model can be used in grocery stores to automatically monitor the freshness and stock of fruits, vegetables, and snacks on shelves. By detecting rotten items, store staff can be alerted to remove and replace them, ensuring customers consistently have access to fresh produce.

2. Smart Home Refrigerator Solutions: Integration of this model into smart refrigerators can help users keep track of the contents of their fridge, identify spoiled items promptly, and generate shopping lists based on what is missing or nearing expiration.

3. Robotic Farming and Harvesting: Incorporate the model into agricultural robots for automated identification and sorting of ripe, unripe, and rotten fruits and vegetables during harvesting, improving efficiency and reducing labor costs.

4. Food Processing and Packaging Industry: The model can be implemented on assembly lines to detect, remove, or separate rotten and fresh items before packaging, improving quality control and reducing food waste.

5. Nutrition and Meal Planning Apps: Integrate the model into nutrition apps to allow users to scan their freshly bought or home-grown fruits, vegetables, and snacks for proper identification and inventory management, helping them plan balanced and healthy meals based on their current supplies.

~ Piyush Dubey ~[@piyushdubey490 Everywhere]

Trained Model API

This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.


This project has a YOLOv8 model checkpoint available for inference with Roboflow Deploy. YOLOv8 is a new state-of-the-art real-time object detection model.

Cite this Project

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

@misc{ multiclass-object-detection-model_dataset,
    title = { Multiclass Object Detection Model Dataset },
    type = { Open Source Dataset },
    author = { Piyush Dubey },
    howpublished = { \url{ https://universe.roboflow.com/piyush-dubey/multiclass-object-detection-model } },
    url = { https://universe.roboflow.com/piyush-dubey/multiclass-object-detection-model },
    journal = { Roboflow Universe },
    publisher = { Roboflow },
    year = { 2023 },
    month = { aug },
    note = { visited on 2023-12-04 },

Find utilities and guides to help you start using the Multiclass Object Detection Model project in your project.


Piyush Dubey

Last Updated

4 months ago

Project Type

Object Detection




apple, apple_rotten, banana, banana_rotten, bolt, butter, capsicum, capsicum_rotten, eggs, garlic, guava, guava_rotten, lemon, mango, mango_rotten, nut, onion, orange, orange_rotten, package, pomegranate, pomegranate_rotten, potato, strawberry, strawberry_rotten, tomato, tomato_rotten

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