Retrieving Object-Level Features From YOLO
Extract the object-level features from YOLO for downstream tasks without extra overhead.
Tutorials
Some of the stuff I've learnt and want to share.
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.
A Simple Trick To Increase YOLOv8's Accuracy On Small Objects With No Overhead
Get over 10% more mAP in small object detection by exploiting YOLOv8 pose models while training.
Extending YOLOv8 COCO Model With New Classes Without Affecting Old Weights
Add additional classes to pre-trained YOLOv8 model without affecting the confidences on the existing classes.
MMDetection 3.x Hacks and Tricks
Some useful tricks and hacks I learnt while using MMDetection for my research work.
Monkey Patching MMDetection 3.1.0 To Get Class Probabilities
A quick monkey patching technique to modify MMDetection 3.1.0 to return class probabilities.
Debugging Python Functions Using Pickling Trick
A useful trick to debug deeply embedded functions and methods in Python.
How to download background images for YOLO model training?
Guide to download background images using COCOAPI.