Lab07

Lab 7

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Lab Assignment: Assignment.pdf (Deadline: PR by End-of-Day Friday, 24.11.2023).

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For self-study:

• https://sites.google.com/view/atnn/resources
• But what is a convolution? (convolution example; convolutions in image processing; convolutions and polynomial multiplication; FFT)
• https://paperswithcode.com/method/1x1-convolution
• https://d2l.ai/chapter_computer-vision/rcnn.html

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References:

• AlexNet:
  • https://www.cs.toronto.edu/~hinton/absps/imagenet.pdf
  • https://youtu.be/Nq3auVtvd9Q
• ResNet:
  • https://arxiv.org/abs/1512.03385
  • https://www.youtube.com/watch?v=GWt6Fu05voI
• R-CNN: https://arxiv.org/abs/1311.2524v5
• Faster R-CNN: https://arxiv.org/pdf/1506.01497.pdf
• YOLO: https://arxiv.org/abs/1506.02640
• R-CNN vs Fast R-CNN vs Faster R-CNN vs YOLO: https://towardsdatascience.com/r-cnn-fast-r-cnn-faster-r-cnn-yolo-object-detection-algorithms-36d53571365e