Identify meal categories using AI

Below is a free classifier to identify meal categories. Just upload your image, and our AI will predict what type of meal it is - in just seconds.

meal categories identifier

Contact us for API access

Or, use Nyckel to build highly-accurate custom classifiers in just minutes. No PhD required.

Get started

    import nyckel
    
    credentials = nyckel.Credentials("YOUR_CLIENT_ID", "YOUR_CLIENT_SECRET")
    nyckel.invoke("meal-categories", "your_image_url", credentials)
                

    fetch('https://www.nyckel.com/v1/functions/meal-categories/invoke', {
        method: 'POST',
        headers: {
            'Authorization': 'Bearer ' + 'YOUR_BEARER_TOKEN',
            'Content-Type': 'application/json',
        },
        body: JSON.stringify(
            {"data": "your_image_url"}
        )
    })
    .then(response => response.json())
    .then(data => console.log(data));
                

    curl -X POST \
        -H "Content-Type: application/json" \
        -H "Authorization: Bearer YOUR_BEARER_TOKEN" \
        -d '{"data": "your_image_url"}' \
        https://www.nyckel.com/v1/functions/meal-categories/invoke
                

How this classifier works

To start, upload your image. Our AI tool will then predict what type of meal it is.

This pretrained image model uses a Nyckel-created dataset and has 24 labels, including Appetizer, Beverage, Breakfast, Brunch, Cake, Cereal, Dessert, Dinner, Finger Food and Fruit.

We'll also show a confidence score (the higher the number, the more confident the AI model is around what type of meal it is).

Whether you're just curious or building meal categories detection into your application, we hope our classifier proves helpful.

Recommended Classifiers

Need to identify meal categories at scale?

Get API or Zapier access to this classifier for free. It's perfect for:



  • Meal Recommendation System: This function can categorize images of meals to provide personalized meal recommendations for users based on their dietary preferences and restrictions. By analyzing images users upload, the system can suggest similar dishes or complementary side items.

  • Restaurant Menu Optimization: Restaurants can use the meal classification to analyze customer preferences for specific meal categories. This data helps in curating menus to highlight popular dishes and eliminate underperforming items, ultimately driving sales.

  • Nutritional Assessment Tool: Health and wellness applications can implement this function to categorize meal images for nutritional analysis. By identifying meal categories, users can receive breakdowns of macronutrients, aiding in meal planning and dietary compliance.

  • Food Delivery Service Enhancement: Food delivery platforms can classify customer-uploaded meal images to improve search capabilities within their apps. This can help users quickly find and order meals that match their desired cuisine or specific meal types.

  • Social Media Content Analysis: Social media platforms can employ the meal categorization function to analyze food-related posts. This data can enhance user engagement by recommending food-related content, hashtags, or nearby dining options based on user interests.

  • Recipe Generation Tool: Cooking applications can utilize this function to categorize images of meals and generate tailored recipes. Users can upload photos of meals they've enjoyed, and the app can provide recipe suggestions based on identified meal categories.

  • Meal Prep Services: Meal prepping companies can leverage this image classification to better understand customer preferences and streamline their production processes. By categorizing meals effectively, they can offer more targeted meal prep options and improve customer satisfaction.

Start building custom ML models today

Rapidly develop and deploy custom ML models that are accurate, secure, and easy to integrate. No Phd required.

Get custom demo