Primary competition visual

Barbados Traffic Analysis Challenge

Helping Barbados
$11 000 USD
Completed (~1 month ago)
Computer Vision
Prediction
Object Tracking
Video Analytics
Deep Learning
1824 joined
222 active
Starti
Nov 07, 25
Closei
Jan 25, 26
Reveali
Jan 26, 26
User avatar
meganomaly
Zindi
Exit Ratings Removed to Improve Fairness
Data · 5 Dec 2025, 10:01 · 4

Hi Zindians,

A participant flagged that a subset of the “exit rating” videos in the dataset had been incorrectly labelled. The mislabeled samples could introduce noise and unfairness in the evaluation.

To keep the challenge fair and consistent for everyone, we’ve made the following updates:

  • We are removing all exit-rating videos from the evaluation.
  • The challenge will now be scored only on entry ratings.
  • An updated sample submission file (with exit-rating IDs removed) is now available on the Data page.

All previous submissions will be automatically rescored using the corrected reference set. No action is required on your part - but you’re welcome to resubmit using the updated sample submission. The rescore is currently running and I’ll update this post when all past submissions have been rescored.

These changes ensure that:

  • Mislabeled videos no longer affect your score
  • Everyone is evaluated on a better quality subset
  • The competition remains fair, reliable, and leaderboard-focused
  • Models aren't penalised for errors caused by faulty annotations

We appreciate your understanding and patience - and we hope the cleaner evaluation will help you build even better models.

If you have any questions, feel free to drop them in the chat.

Happy modelling!

Discussion 4 answers
User avatar
keystats
Mount Kenya University

Thanks @meganomaly for the update. This really helps — the exit ratings were quite puzzling, and even visually the videos looked mostly free-flowing. It was hard to anchor them to any clear factors like speed, vehicle count, or timing since the patterns felt almost random compared to the entry clips. Removing them should definitely make the evaluation fairer and more consistent. Looking forward to building improved models with the cleaner setup!

5 Dec 2025, 10:34
Upvotes 1

Thanks @meganomaly for making the change. Indeed, the "exit" still come out as free-flowing, despite the labels indicating otherwise.

5 Dec 2025, 10:39
Upvotes 1
User avatar
21db

This is awesome, thanks @meganomaly

5 Dec 2025, 13:16
Upvotes 1
User avatar
meganomaly
Zindi

Updated!

6 Dec 2025, 06:22
Upvotes 2