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CVDL
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Week 1
Week 2
Week 3
Week 4
Week 5
Week 6
Week 7
Week 8
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Weeks 11 - 15
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Weeks 17 - 19
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Computer Vision and Deep Learning
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CVDL
Week 1
[Recording] Session 1
[Recording] Session 1
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https://www.dropbox.com/scl/fi/lal7nxxb4mft5fp571bcg/session_1.mp4?rlkey=hemb1h0h9aj6tbwn3ecfowd54&dl=0
link to open resource.
◄ [Slides] Image, filtering, convolution
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[Lecture] Image, filtering, convolution
[Slides] Image, filtering, convolution
[Lecture] Histograms, data-driven approach, classification, knn
[Slides] Histograms, data-driven approach, classification, knn
[Lecture] Image classification, linear classifier
[Slides] Image classification, linear classifier
[Recording] Session 2
[Lecture] Deep learning, convolutional neural networks
[Slides] Deep learning, convolutional neural networks
[Lecture] Convolutional neural network architectures, backpropagation
[Slides] Convolutional neural network architectures, backpropagation
[Lecture] Recurrent neural networks
[Slides] Recurrent neural networks
[Recording] Session 3
Assignment
[Lecture] Transformers
[Slides] Transformers
[Lecture] Network visualization
[Slides] Network visualization
[Recording] Session 4
Project proposals
[Video] Deep Learning in Medical Imaging (Ben Glocker, Imperial College London)
[Video] Deep learning approaches for MRI research: How it works (Kamlesh Pawar, Monash University)
[Video] MICCAI Industrial Talk: Foundation/Big Models for Medical Image Segmentation
[Recording] Session 5
Solutions
[Recording] Project Meeting
[Lecture] Histograms, data-driven approach, classification, knn ►