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Disney Festival of Cartoons

Author: Mihai Nan

Medium
Your best score: N/A
Problem Description

🎆 Disney Festival of Cartoons 🌟

A Magical Challenge Between Worlds

Once a year, in the Disney Kingdom, the most spectacular event in the world of animation takes place:
the Disney Festival of Cartoons, where studios from all realms showcase their mastery in the art of imagery.

This year, however, the Grand Animator — guardian of visual harmony between worlds — faces an unexpected problem.
A sudden magical storm has caused the portals between universes to collide, mixing together scenes from four iconic realms:

  • 🟡 Pokémon
  • 🟢 Tarzan
  • 🔵 Snow White
  • 🧸 Winnie the Pooh

The images from these worlds have been scattered everywhere, and now only a true Master of Visual Arts can distinguish them again.

The Grand Animator entrusts you with this mission:

“Young artist, the styles of these worlds are unique and sacred.
Help us identify them and restore harmony before the spell spreads further!”


🗂 Provided Data

You have two essential files, recovered directly from the magical portals:

📁 train.json

Contains:

  • image_path – path to the image
  • cartoon_class – one of the 4 visual styles

📁 test.json

Contains the same fields except for the class, which you must predict.

All images are stored in the images/ directory.


🎯 Your Mission – The Disney Mastery Test

Build an image classification model capable of distinguishing the four visual styles:

  • Pokémon
  • Tarzan
  • Snow White
  • Winnie the Pooh

You may use any modern architecture: ResNet, EfficientNet, Vision Transformer, ConvNeXt, etc., ideally with ImageNet pretraining and fine-tuning.

In the end, you must generate a submission.csv file with the format:

image_path,cartoon_class
images/test_0001.png,Tarzan
images/test_0002.png,Snow White

📊 Evaluation – The Measure of Visual Harmony

Your model's accuracy will determine how well you restored the balance across the four realms:

accuracy = (number_of_correct_predictions / total_number_of_predictions)

🏅 Scoring System:

  • accuracy ≥ 95% → 100 points
  • accuracy < 20% → 0 points
  • otherwise → proportional score between 0 and 100

🏆 Now it’s time to prove yourself worthy of the title: Master of the Disney Kingdom!

The colors, styles, and magic depend on you. Make the worlds shine together once more! 🌟🎨

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