Pretrained computer vision classifier

Identify stamp collection types with one API call.

A pretrained stamp collection types classifier that sorts an image into one of 10 categories — what type of stamp it is. Use the stamp collection types API immediately, no training required, then adapt it to your own data when you need more.

Pretrained · Nyckel-trained 10 labels out of the box Image input

Try the stamp collection types classifier

Drop in a photo and get the prediction back. No signup, no setup.

What this stamp collection types classifier recognizes

A sample of the 20 labels this pretrained classifier chooses between.

Aerial
Booklets
Cartoon
Commemorative
Definitive
Error Stamps
Exhibition
First Day Covers
Fiscals
Forerunner

Need a label that isn't here? Clone the classifier into your Nyckel console and edit the label set to fit your data.

Call the stamp collection types API

Once you've added this classifier to your console, you get your own copy of it behind your own endpoint. Invoke it with any HTTP client:

curl

curl -X POST "https://www.nyckel.com/v1/functions/YOUR_FUNCTION_ID/invoke" \
  -H "Authorization: Bearer $NYCKEL_ACCESS_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"data": "https://example.com/photo.jpg"}'

Python

import requests

# Get an access token: https://www.nyckel.com/docs/api/overview/authentication/
token = "YOUR_ACCESS_TOKEN"

response = requests.post(
    "https://www.nyckel.com/v1/functions/YOUR_FUNCTION_ID/invoke",
    headers={"Authorization": "Bearer " + token},
    json={"data": "https://example.com/photo.jpg"},
)
print(response.json())

Example response

{
  "labelName": "Aerial",
  "labelId": "label_...",
  "confidence": 0.92
}

Under the hood

Model type
Nyckel-trained

Trained on a Nyckel-curated dataset covering 10 stamp collection types categories, served on Nyckel's own infrastructure — your image stays on Nyckel.

Input
Image

Send an image URL or file to the invoke endpoint; the response is a label with a confidence score.

Make it yours
Adaptable

Clone it, then correct predictions and add your own samples in the console — Nyckel retrains automatically, turning this into a custom model tuned to your data.

More than a demo: this page is one of thousands of pretrained functions on Nyckel, an ML classification platform. You can invoke classifiers by API, review predictions, correct labels, collect samples from production traffic, and promote any pretrained function to a private custom model — without changing your integration.

Where teams use stamp collection types classification

Antique Stamp Appraisal

An auction house can use the stamp collection types identifier to assess the value of estate sales or inherited collections. By quickly categorizing stamps as antique, vintage, or modern, experts can provide accurate appraisals and facilitate fair bidding processes.

Philately Education Tool

Educational institutions can integrate the stamp classification function into their curriculum to teach students about historical events through stamp collections. By identifying different types of stamps, students can learn about cultural significance, geography, and history in an interactive manner.

Online Marketplace Classification

E-commerce platforms specializing in collectibles can leverage the identifier to automatically categorize stamp listings. This automation ensures that collectors can easily find the type of stamps they’re interested in, enhancing user experience and boosting sales.

Insurance Document Verification

Insurance companies can use the function to verify the types and conditions of stamps submitted for coverage claims. This classification aids in accurately determining the insurance values, ensuring a smoother claims process for collectors.

Stamp Collection Management Software

Stamp collection management apps can utilize the classification technology to help users organize their collections based on type. This functionality would allow collectors to track their holdings, assess their collections, and identify gaps to enhance their collecting strategies.

Social Media Engagement for Collectors

Social media platforms could adopt the stamp identifier to foster engagement in philately communities. By classifying stamps shared by users, these platforms can suggest relevant groups, content, and challenges, encouraging more participation among collectors.

Research and Data Analytics

Research institutions can apply the classification function to analyze trends in stamp collecting over time. By identifying patterns in types of stamps collected, researchers can gain insights into cultural shifts and historical events reflected in stamp production and philately practices.

Common questions

What's the difference between a zero-shot and a Nyckel-trained classifier?

A zero-shot classifier uses a large foundation model's general knowledge to pick between your labels — no task-specific training, so new or edited labels work immediately. A Nyckel-trained classifier has been trained on labeled examples and runs on Nyckel's own infrastructure, which typically makes it faster, cheaper per call, and more accurate on data that resembles its training set. The "Under the hood" section on this page shows which kind this classifier is, and any classifier can be adapted into a trained one by adding your own examples.

How do I know whether this will work for my application?

Honestly: we can't know in advance — it depends on your data stream and how closely it resembles what this classifier has seen. The reliable way to find out is to measure it on your own data: start invoking the classifier with real traffic, or upload and annotate a set of images in the console — make sure they look like your production data, not idealized examples. Nyckel's evaluation metrics then show you exactly how it performs on that data before you rely on it.

What happens when it makes a mistake?

No classifier is perfect, so Nyckel is built around the correction loop: invokes can be captured for review, you confirm or correct predictions in the console, and corrections become training data. Over time the model adapts to your data distribution — accuracy on your traffic improves with use rather than staying fixed.

Do I need training data to get started?

No. This stamp collection types classifier works out of the box — clone it into your console and you'll have your own API endpoint in under a minute. Training data only enters the picture when you want to adapt it: your corrected predictions and uploaded samples improve the model, and you can also edit the label set to match your needs.

What does it cost to try?

Trying the classifier on this page is free with no signup. Cloning it requires a free account, and the free tier covers your first API calls each month — see nyckel.com/pricing for current limits and paid tiers.

Ready to classify stamp collection types at scale?

Add this pretrained classifier to your Nyckel console — you'll get a live API endpoint in under a minute, and a path to a custom model when you need one.