Text-to-Video is a state of the art artificial intelligence technology which needs only text as input for the output as video. The inspiration came from text-to-image models which deliver images as output from text as input.
Video prediction on making objects realistic in a stable background is performed by using recurrent neural network for a sequence to sequence model with a connector convolutional neural network encoding and decoding each frame pixel by pixel,[1] creating video using deep learning.[2]
Methodology
- Data collection and data set preparation using clear video from kinetic human action video.
- Training the convolutional neural network for making video.
- Keywords extraction from text using natural-language programming .
- Testing of Data set in conditional generative model for existing static and dynamic information from text by variational autoencoder and generative adversarial network.
Models
There are different models including open source models. CogVideo presented their code in GitHub.[3] Meta Platforms uses text-to-video with makeavideo.studio.[4][5][6]Google used Imagen Video for converting text-to-video.[7][8][9][10][11]
'Make-A-Video' is one of the latest text-to-video models and claims to be state of the art as of late 2022.[12]
Antonia Antonova presented another model.[13]
References
- ^ "Leading India" (PDF).
- ^ Narain, Rohit (2021-12-29). "Smart Video Generation from Text Using Deep Neural Networks". Retrieved 2022-10-12.
- ^ CogVideo, THUDM, 2022-10-12, retrieved 2022-10-12
- ^ Davies, Teli (2022-09-29). "Make-A-Video: Meta AI's New Model For Text-To-Video Generation". W&B. Retrieved 2022-10-12.
- ^ Monge, Jim Clyde (2022-08-03). "This AI Can Create Video From Text Prompt". Medium. Retrieved 2022-10-12.
- ^ "Meta's Make-A-Video AI creates videos from text". www.fonearena.com. Retrieved 2022-10-12.
- ^ "google: Google takes on Meta, introduces own video-generating AI - The Economic Times". m.economictimes.com. Retrieved 2022-10-12.
- ^ Monge, Jim Clyde (2022-08-03). "This AI Can Create Video From Text Prompt". Medium. Retrieved 2022-10-12.
- ^ "Nuh-uh, Meta, we can do text-to-video AI, too, says Google". www.theregister.com. Retrieved 2022-10-12.
- ^ "Papers with Code - See, Plan, Predict: Language-guided Cognitive Planning with Video Prediction". paperswithcode.com. Retrieved 2022-10-12.
- ^ "Papers with Code - Text-driven Video Prediction". paperswithcode.com. Retrieved 2022-10-12.
- ^ CatalyzeX. "Make-A-Video: Text-to-Video Generation without Text-Video Data: Paper and Code". CatalyzeX. Retrieved 2023-02-02.
- ^ "Text to Video Generation". Antonia Antonova. Retrieved 2022-10-12.