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YOLOv7 Custom Object Detection with Deployment
Introduction to Course
Introduction (2:34)
Prerequisites and Frameworks (1:21)
Object Detection (5:29)
YOLOv7 Model and Architecture
YOLO Architecture (4:23)
Extended Efficient Layer Aggregation (2:06)
Model Scaling Techniques (2:48)
Re-parameterization Planning (2:12)
Auxiliary Head (2:43)
Custom Dataset
Generate Custom Dataset (3:14)
Find Public Dataset (4:41)
Labelling (4:30)
Dataset Health Check - Tips n' Tricks (3:20)
Dataset Augmentation (5:32)
Export Dataset (2:32)
Training YOLOv7 Model
Load Dataset for Training (3:35)
Train YOLOv7 model (3:59)
Train and Test Results (6:11)
Deploy Model for Inference
Export the Model (2:42)
Deploy with Roboflow (3:24)
Deploy with Live Webcam in OpenCV (12:33)
Deploy with Live Webcam in ONNX (7:05)
Improvements
Active Learning (2:55)
Summary (1:16)
Extended Efficient Layer Aggregation
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