52 - Deep Learning [ID:21144]
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00:15:13 Min

Aufnahmedatum

2020-10-12

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2020-10-12 16:36:41

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en-US

Deep Learning - Segmentation and Object Detection Part 2

In this video, we discuss ideas on how to improve on image segmentation. In particular skip connections as used in the U-Net have been applied very successfully here. Also, we, look into other advanced methods such as stacked hourglasses, convolutional pose machines, and conditional random fields in combination with deep learning.

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Additional References
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation
X-ray-transform Invariant Anatomical Landmark Detection for Pelvic Trauma Surgery

Video References:
U-Net
Body Part Segmentation

Further Reading:
A gentle Introduction to Deep Learning