Hi Guys, I am starting a new series about YOLO object detection model family. This is not an overview series, we will dig deeper into every detail of these yolo object detectors. Everyone uses YOLO models, they are the state of the art models for object detection. Hope you learn something from these videos.
YOLO Object Detection Series:
https://youtube.com/playlist?list=PL1u-h-YIOL0sZJsku-vq7cUGbqDEeDK0a
Slides:
https://github.com/MLForNerds/YOLO-OBJECT-DETECTION-TUTORIALS
Timestamps:
00:00 Introduction
00:32 Object Detection background
02:10 YOLO - Intro & Steps
03:20 Responsibility of Grid Cells
04:20 Target calculations - Label Encoding
10:33 Understanding the Prediction Vector
13:35 Parsing the Model outputs
16:56 Model Architecture
19:27 Understand the Training Process
22:05 Breaking down the Loss Function
29:45 Fast-YOLO
30:35 Performance of YOLO
31:50 Generalization Capability
32:50 Limitations of YOLO
35:10 Conclusion
#yolo #yolov4 #yolov5 #yolov3 #yolov2 #yolov7 #yolov6