54 - Deep Learning - Plain Version 2020/ClipID:21188 previous clip next clip

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Recording date 2020-10-12

Via

Free

Language

English

Organisational Unit

Lehrstuhl für Informatik 5 (Mustererkennung)

Producer

Lehrstuhl für Informatik 5 (Mustererkennung)

Format

lecture

Deep Learning - Segmentation and Object Detection Part 4

In this video, we look at some ideas on how to perform object detection really quickly. This leads to single shot detectors of which YOLO is one of the most popular ones. If you are in need of multi-scale object detection, Retina-Net is a popular choice.

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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
Retina-net Figure by Marc Aubreville

Further Reading:
A gentle Introduction to Deep Learning

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Maier, Andreas
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Maier, Andreas
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Maier, Andreas
Prof. Dr. Andreas Maier
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Maier, Andreas
Prof. Dr. Andreas Maier
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