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Transformer and Segmentation Course
Introduction to Course
Introduction (2:26)
Prerequisites and Frameworks (2:09)
Segmentation (3:41)
Transformers
Transformers (4:17)
Attention (2:55)
Attention Example (1:41)
Vision Transformers (1:52)
SegFormer Models Comparison (2:09)
SegFormer Model and Architecture (12:53)
SegFormer Output Example (1:47)
Custom Dataset
Generate Custom Dataset (3:24)
Segmentation Labelling (5:25)
Find Public Dataset (1:11)
Dataset Health Check - Tips n' Tricks (3:02)
Dataset Augmentation (4:18)
Load Dataset for Training SegFormer (4:36)
Train SegFomer for Segmentation
Dataset Class (3:56)
PyTorch Lightning (2:55)
Set Up PyTorch Lightning Class (11:16)
Train SegFormer on Custom Dataset (8:22)
Training and Test Results (5:22)
Visualization of Predictions (5:15)
Deploy Model for Inference
Inference in Colab (1:51)
Deploy with Roboflow (2:27)
Export Trained Model (1:35)
Deploy with Live Webcam in OpenCV (10:24)
Improvements
Active Learning - Improve Model and Dataset (1:32)
Dataset Augmentation
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