Welcome to the Deakin Simpsons Challenge 2022

The Deakin Simpsons challenge 2022 is a computer vision competition for which the goal is:

Given an image of Simpsons and a natural language question about the image, the task is to provide an accurate natural language answer using machine learning and deep learning.

The challenge is designed to provide students with the opportunity to work as team members, to compete with each other, and to enhance the student learning experience by improving their AI modeling, problem-solving, and team-working skills.

Table of Contents

  1. About the task
  2. Winners
  3. Timeline
  4. Eligibility
  5. Prizes and Sponsors
  6. Benefit
  7. Participate
  8. Webinar
  9. Questions
  10. References
  11. Acknowledgment

About the task

As participants, your goal is to build a machine learning/deep learning model to answer a natural language Yes/No question given an image of Simpsons.

Once you have built your model, you will have to submit it on the CodaLab platform to be evaluated. We evaluate the performance of your model using the Accuracy on a private test set that we have directly collected and labeled from TV show episodes. Once the evaluation completed, your entry will appear on the leaderboard to see your performance against other competitors.

In the Notebook that we provide for starting, we will take you through a 6-step process to build a simple model to perform this task as follows:

  1. Setup the environment: Thie first step consists of setting the environement and downloading the data.
  2. Preprocessing: The second step is a preprocessing step that consists of resizing, plitting, and piping the input data.
  3. Exploring the data: The third step consists of a simple data exploration step where you will see samples of the data and some statistics to help you in understanding the data.
  4. Designing the model: The forth step consists of designing an architecture for the task.
  5. Traning: The fifth step consists of starting the training process.
  6. Monitoring: The sixth step consists of monitoring the traning process to investigate possible overfitting.
  7. Submitting: The seventh and last step will take you through the submission process.

Winners

The winners of the competition are:

  1. Jess (Accuracy = 70.40) [report][code] 🥇
  2. peterja555 (Accuracy = 56.40) [report] [code] 🥈
  3. Bugs (Accuracy = 55.20) [report] [code] 🥉
  4. Xiaolumang (Accuracy = 54.00) [report] [code] 🎁
  5. Gavinnf (Accuracy = 50.40) [report] [code] 🎁

Timeline

Eligibility

The competition is open to all Deakin’s students. Also, in order to be eligible for any award, the semi-finalists are required to:

Prizes and Sponsors

The winners of the Deakin Simpsons Challenge 2022 await non-cash prizes worth 🏆AUD3,000🏆 funded by Community Bank at Deakin University.

The prizes will be distributed among the participants as follows:

Why should you participate?

Often, students work theoretically and experiment with data themselves. They rarely get the chance to practice before working with data in the real-world. With this competition, you have the opportunity to interact and compete in solving real-life problems.

This competition serves many purposes:

Are you competitive enough to participate?

Follow these steps:

  1. Register to the CodaLab platform, then register to the competition on CodaLab.
  2. You can participate individually or in a team. There cannot be more than 3 students in a team (all team members need to register to the competition).
  3. To find team members, you can post a message on the discussion forum on CodaLab. Once you have built your team, the team leader needs to contact Mohamed Reda Bouadjenek with the names of the members, their CodaLab usernames, the Deakin course in which they are enrolled, and the name of the team.
  4. Please fork this GitHub repository and make it private. Then, click here to open the Notebook in Google Colab Open In Colab.
  5. If needed, we can provide you with paid Google Cloud resources to train your model (which includes a large amount of GPU resources). However, you need to make a first submission and demonstrate your commitment to the challenge.

  1. Just follow the instructions!

We wish you all the best!

Deakin Simpsons Challenge 2022 Webinar

JOIN the Deakin Simpsons Challenge 2022 Webinar on Wednesday, March 30th at 6:00PM. This webinar will review procedures and tips for participating and offer a live Q&A session with the challenge organizers and AI experts.

Please register for the Webinar here!

Link to the Webinar recording!

Questions?

References

Acknowledgment

The Deakin Simpsons Challenge 2022 is organized by the School of Information Technology, Faculty of Sci Eng & Built Env (SEBE) at Deakin University.

The following people are involved:

School of Information Technology, Faculty of Sci Eng & Built Env

Deakin University

Locked Bag 20000, Geelong, VIC 3220

www.deakin.edu.au