Скачать или смотреть How I Built an AI to Detect Country Flags (ICMTC Highest AI Score)

In this video i will show you how i built a YOLO-based model to detect country flags and achieved the highest scoring entry at ICMTC UAV competitions regarding the AI task.
We will walk over the full pipeline, from how i collected the dataset, labeling strategy, augmentations, YOLO configuration, training tricks, and most importantly DEBUGGING a nonworking model and going over most common mistakes beginners make.

🔗 Source Code: https://github.com/RobEn-AAST/Ultimat...
🔗 Flags Dataset: https://www.kaggle.com/datasets/colew...
🔗 Kaggle Notebook: https://www.kaggle.com/code/zeyadcode...
Intro Music Artist: Alex-Productions

⏱ Timestamps
0:00 Intro
0:20 Data Inspection
1:00 Data Extraction
2:02 Training Phase
10:32 Data Augmentation
12:08 Fatal Issue
15:26 Outro