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Training Data and Model Training

Learn about model training and training data.

What is Training Data?

Training Data is additional footage of the character whose dialogue you are altering, uploaded as reference material for DeepEditor to analyze and produce a more precise Vub. The more training data, the better the result, provided the additional footage complies with the guidelines below.

How can I get the best results when using Training Data?

To get the best results from your Training Data, use footage that is really similar to your Source media (e.g. alternate takes) and meets the following criteria:

  • Head angles and background are similar to Source Media
  • The person's face is clear and unobstructed
  • The person is talking and their mouth is clearly visible *
  • Each clip features the same actor as the Source Media
  • All clips meet the DeepEditor "Asset Specifications".

* uploading additional material which shows the person with their mouth closed most of the time may decrease the quality of the Vub

How much Training Data can I upload?

Currently, you can upload up to 40 video files of training data of which you can select up to 5000 frames to be used towards training. Individual files should be shots not containing cuts. The frame limit for an individual video file is 1440.

Note that Vubs with Training Data will take significantly more time to render and could take over 24 hours to complete, depending on the amount of Training Data you upload.

Does Flawless train AI models using my uploaded footage? 

No, Flawless does not use customer data to train models. See more on copyright and legal agreements concerning uploaded footage here