AI Blitz XI: Completed #educational Weight: 20.0

Welcome to AI Blitz XI! πŸš€ | Starter Kit For This Challenge! πŸ› 

Community Contribution Prizes πŸ““  |  Find Teammates πŸ‘―β€β™€οΈ

Easy-2-Follow Notebooks πŸ’»   | Discord AI Community πŸŽ§

πŸ”₯ Introduction


One of the biggest challenges to perfecting self-driving cars is navigating varying weather conditions. Much like our eyes, car sensors don't work as well in fog, rain or snow.

For this puzzle, your model will have to classify images from moving self-driving cars in one of the five categories. The categories vary from a clear sky in daylight to heavy rails and wet roads in dark night sky. 

The five weather categories are as follows:
1)    Weather is clear
2)   Road is slightest wet & weather little bit cloudy
3)   Wet road, cloudy weather, and light rains
4)   Rainy weather at dusk or dawn time.
5)   Heavy rains & wet roads at night.

Create a model that classifies input images in one of the five categories. Check out the starter kit to know the first steps.

βœ”  The Task

The challenge is to use the images from the dataset to build an automated algorithm to classify images into 5 different classes as mentioned above without any labels:

In machine learning terms: this is unsupervised image classification.

πŸš€ Getting Started

Make your first submission using starter kit. πŸš€

πŸ’Ύ Dataset

The dataset contains images from different weather settings generated using the Carla Simulator and your task will be to classify the weather into 5 different categories without any labels.

πŸ“ Files

Following files are available in the resources section:

  • data.zip- ( 700 samples ) - The zip file contains the models that you will classify into 5 categories.  

πŸ“¨ How to submit

Make your first submission using the starter kit πŸš€

  1. Save the submission.csv in the assets directory. The name of the above file should be submission.csv.

  2. Inside a submission directory, put the .ipynb notebook from which you trained the model and made inference and save it as notebook.ipynb.

  3. Zip the submission directory

  4. Overall, this is what your submission directory should look like -

    β”œβ”€β”€ assets
    β”‚   └── submission.csv
    └── original_notebook.ipynb
  5. Make your first submission here,

πŸ–Š Evaluation Criteria

The evaluation metric for this competition is the Adjusted Rand Score.

πŸ“± Contact

If you have any questions, consider posting on the Blitz 11 Community Discussion board, or join the party on our Discord!


See all
Solution for submission 156842
Over 2 years ago
Solution for submission 154921
Almost 3 years ago
Resnet50 + Kmeans based image clustering model
Almost 3 years ago
[Getting Started Notebook] Environment Classification
Almost 3 years ago