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Best pages on Blog.dlib.net
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I get asked a lot of questions about dlib's landmarking tools. Some of the most common questions are about how to prepare a good training dataset. One of the most useful tricks for creating a dataset ...
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dlib C++ Library: Dlib 18.7 released: Make your own object detector in Python!
Wednesday, April 9, 2014 Dlib 18.7 released: Make your own object detector in Python! A while ago I boasted about how dlib's object detection tools are better than OpenCV's. However, one thing O...
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dlib C++ Library: Python Stuff and Real-Time Video Object Tracking
The new version of dlib is out today. As promised, there is now a full Python API for using dlib's state-of-the-art object pose estimation ...
Blog.dlib.net news digest
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6 years
Automatic Learning Rate Scheduling That Really Works
Training deep learning models can be a pain. In particular, there is this perception that one of the reasons it's a pain is because you have to fiddle with learning rates. For example, arguably the most popular strategy for setting learning rates looks...
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6 years
I get asked a lot of questions about dlib's landmarking tools. Some of the most common questions are about how to prepare a good training dataset. One of the most useful tricks for creating a dataset is to mirror the data, since this effectively doubles...
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6 years
A Global Optimization Algorithm Worth Using
Here is a common problem: you have some machine learning algorithm you want to use but it has these damn hyperparameters. These are numbers like weight decay magnitude, Gaussian kernel width, and so forth. The algorithm doesn't set them, instead, it...
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6 years
Dlib 19.8 is officially out. There are a lot of changes, but the two most interesting ones are probably the new global optimizer and semantic segmentation examples. The global optimizer is definitely my favorite as it allows you to easily find the optimal...
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