Karel Cornelis

aicook

Object Detection

5

aicook Computer Vision Project

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516 images
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Background Information

This dataset was curated and annotated by - Karel Cornelis.

The original dataset (v1) is composed of 516 images of various ingredients inside a fridge. The project was created as part of a groupwork for a postgraduate applied AI at Erasmus Brussels - we made an object detection model to identify ingredients in a fridge.

From the recipe dataset we used (which is a subset of the recipe1M dataset) we distilled the top50 ingredients and used 30 of those to randomly fill our fridge.

Read this blog post to learn more about the model production process: How I Used Computer Vision to Make Sense of My Fridge

Watch this video to see the model in action: AICook

The dataset is available under the MIT License.

Getting Started

You can download this dataset for use within your own project, fork it into a workspace on Roboflow to create your own model, or test one of the trained versions within the app.

Dataset Versions

Version 1 (v1) - 516 images (original-images)

  • Preprocessing: Auto-Orient
  • Augmentations: No augmentations applied
  • Training Metrics: This version of the dataset was not trained

Version 2 (v2) - 3,050 images (aicook-augmented-trainFromCOCO)

  • Preprocessing: Auto-Orient, Resize (Stretch to 416x416)
  • Augmentations:
    • Outputs per training example: 8 Rotation: Between -3° and +3° Exposure: Between -20% and +20% Blur: Up to 3px Noise: Up to 5% of pixels Cutout: 12 boxes with 10% size each
  • Training Metrics: Trained from the COCO Checkpoint in Public Models ("transfer learning") on Roboflow
    • mAP = 97.6%, precision = 86.9%, recall = 98.5%

Version 3 (v3) - 3,050 images (aicook-augmented-trainFromScratch)

  • Preprocessing: Auto-Orient, Resize (Stretch to 416x416)
  • Augmentations:
    • Outputs per training example: 8 Rotation: Between -3° and +3° Exposure: Between -20% and +20% Blur: Up to 3px Noise: Up to 5% of pixels Cutout: 12 boxes with 10% size each
  • Training Metrics: Trained from "scratch" (no transfer learning employed) on Roboflow
    • mAP = 97.9%, precision = 79.6%, recall = 98.6%

Version 4 (v4) - 3,050 images images (aicook-augmented)

  • Preprocessing: Auto-Orient, Resize (Stretch to 416x416)
  • Augmentations:
    • Outputs per training example: 8 Rotation: Between -3° and +3° Exposure: Between -20% and +20% Blur: Up to 3px Noise: Up to 5% of pixels Cutout: 12 boxes with 10% size each
  • Training Metrics: This version of the dataset was not trained

Karel Cornelis - LinkedIn

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.

Cite This Project

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

@misc{
                            aicook-lcv4d_dataset,
                            title = { aicook Dataset },
                            type = { Open Source Dataset },
                            author = { Karel Cornelis },
                            howpublished = { \url{ https://universe.roboflow.com/karel-cornelis-q2qqg/aicook-lcv4d } },
                            url = { https://universe.roboflow.com/karel-cornelis-q2qqg/aicook-lcv4d },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2021 },
                            month = { sep },
                            note = { visited on 2024-03-19 },
                            }
                        

Connect Your Model With Program Logic

Find utilities and guides to help you start using the aicook project in your project.

Last Updated

2 years ago

Project Type

Object Detection

Subject

ingredients

Views: 14565

Views in previous 30 days: 566

Downloads: 486

Downloads in previous 30 days: 35

License

MIT

Classes

apple banana beef blueberries bread butter carrot cheese chicken chicken_breast chocolate corn eggs flour goat_cheese green_beans ground_beef ham heavy_cream lime milk mushrooms onion potato shrimp spinach strawberries sugar sweet_potato tomato
items-in-the-fridge
516 images
food
516 images
ingredients
516 images
Oli
Ingridients
516 images