Balance Classes During YOLO Training Using a Weighted Dataloader
Implement class balancing in Ultralytics using a weighted dataloader and improve the performance of minority class.
Hello. I'm Mohammed Yasin.
I develop computer vision solutions for video analytics at the edge.
Get over 10% more mAP in small object detection by exploiting YOLOv8 pose models while training. Add additional classes to pre-trained YOLOv8 model without affecting the confidences on the existing classes. Some useful tricks and hacks I learnt while using MMDetection for my research work. A quick monkey patching technique to modify MMDetection 3.1.0 to return class probabilities.
Recent Posts
A Simple Trick To Increase YOLOv8's Accuracy On Small Objects With No Overhead
Extending YOLOv8 COCO Model With New Classes Without Affecting Old Weights
MMDetection 3.x Hacks and Tricks
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Monkey Patching MMDetection 3.1.0 To Get Class Probabilities
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