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There are several architectures that have been used to create Text-to-Video models. Similar to Text-to-Image models, these models can be trained using Recurrent Neural Networks (RNNs) such as long short-term memory (LSTM) networks, which has been used for Pixel Transformation Models and Stochastic Video Generation Models, which aid in consistency and realism respectively. [31]
Vector combine Rotate & move Polylines Spline curves Lines to curves cmd. & vice versa Vector shapes Easy Trace Yes Yes Yes Yes Yes Yes Yes Graphic Tracer Professional N/A Yes Yes Yes Yes Yes Yes Adobe Illustrator Yes Yes Yes Yes Yes No Yes Potrace N/A N/A N/A N/A N/A N/A N/A ImageTracer N/A N/A N/A N/A N/A N/A N/A Scan2CAD Yes Yes Yes Yes Yes Yes
Re-captioning is used to augment training data, by using a video-to-text model to create detailed captions on videos. [ 7 ] OpenAI trained the model using publicly available videos as well as copyrighted videos licensed for the purpose, but did not reveal the number or the exact source of the videos. [ 5 ]
Tokenizers, which convert text into tokens. Embedding layer, which converts tokens and positions of the tokens into vector representations. Transformer layers, which carry out repeated transformations on the vector representations, extracting more and more linguistic information. These consist of alternating attention and feedforward layers.
Generative artificial intelligence (generative AI, GenAI, [1] or GAI) is a subset of artificial intelligence that uses generative models to produce text, images, videos, or other forms of data. [ 2 ] [ 3 ] [ 4 ] These models learn the underlying patterns and structures of their training data and use them to produce new data [ 5 ] [ 6 ] based on ...
Karbon – Scalable vector drawing application in KDE; Krita – Digital painting, sketching and 2D animation application, with a variety of brush engines; LazPaint – Lightweight raster and vector graphics editor, aimed at being simpler to use than GIMP; LightZone – Free, open-source digital photo editor software application.
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