thesis_banana Object Detection Dataset and Pre-Trained Model by Jay De Guzman

Images

3980 images

Explore Dataset

Here are a few use cases for this project:

Grocery Store Inventory: The "thesis_banana" model can be used in grocery stores for automated inventory management. The model can identify images of bananas from the surveillance feed and help in keeping track of the banana stock.
Waste Management: The model can potentially be used in waste sorting facilities to help identify bananas or banana peels amongst waste, helping sort organic waste more efficiently.
Dietary Applications: The model can be incorporated in diet and nutrition tracking mobile applications. Users can simply snap a picture of their meal, and the app can recognize whether there are bananas in the meal, aiding in accurate calorie calculations.
Agricultural Quality Control: Farmers and agricultural facilities can use the model to identify bananas amongst their crops for effective quality control and enhance prediction of yield.
Educational Tools: The model can be part of an educational application aimed at teaching children about different fruits. The app can use the model to validate if the child correctly identifies a banana from a set of images.

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.

YOLOv5

This project has a YOLOv5 model checkpoint available for inference with Roboflow Deploy. YOLOv5 is a proven and tested, production ready, 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{
                            thesis_banana_dataset,
                            title = { thesis_banana Dataset },
                            type = { Open Source Dataset },
                            author = { Jay De Guzman },
                            howpublished = { \url{ https://universe.roboflow.com/jay-de-guzman-mjc8s/thesis_banana } },
                            url = { https://universe.roboflow.com/jay-de-guzman-mjc8s/thesis_banana },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { may },
                            note = { visited on 2024-04-26 },
                            }