Preprint2018
Video generation from text
Unknown
This paper introduces text-to-video generation, a conditional video generation approach that produces videos from textual descriptions.
0Jan 1, 2018
AI Research
AI & ML Research Papers
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12 papersPreprint2024
A recipe for scaling up text-to-video generation with text-free videos
Unknown
This paper proposes a recipe for scaling text-to-video generation by leveraging widely accessible text-free videos, studying the scaling trend and enabling compositional video synthesis.
0Jan 1, 2024Scaling Laws
PreprintJournal of Big Data2025
Text-to-video generators: a comprehensive survey
Muhammad Tanveer Jan, Mohammed G. Al-Jassani, Martinraj Nadar, et al.
A comprehensive survey of text-to-video generators, classifying approaches and providing an overview of the domain.
12Jan 1, 2025
Preprint2024
Snap video: Scaled spatiotemporal transformers for text-to-video synthesis
Unknown
This paper introduces Snap Video, a scaled spatiotemporal transformer model for text-to-video synthesis that generates high-quality videos from text prompts.
0Jan 1, 2024Transformers
PreprintInternational Conference on Learning Representations2022
Cogvideo: Large-scale pretraining for text-to-video generation via transformers
Wenyi Hong, Ming Ding, Wendi Zheng, et al.
CogVideo is the first large-scale pretrained transformer for text-to-video generation, leveraging a pretrained text-to-image model to achieve state-of-the-art results.
1.2kMay 1, 2022Transformers
arXiv
Preprint2022
Make-a-video: Text-to-video generation without text-video data
Unknown
This paper introduces Make-a-video, a method for text-to-video generation that leverages text-to-image models and unsupervised video data, achieving state-of-the-art results without paired text-video data.
0Sep 1, 2022
arXiv
Preprint2025
Cogvideox: Text-to-video diffusion models with an expert transformer
Unknown
CogVideoX is a large-scale text-to-video diffusion transformer model that generates 10-second continuous videos aligned with text.
0Jan 1, 2025TransformersDiffusion Models
Preprint2025
Show-1: Marrying pixel and latent diffusion models for text-to-video generation
Unknown
Show-1 introduces a hybrid text-to-video generation framework that combines pixel-based and latent diffusion models to leverage their complementary strengths.
0Jan 1, 2025Diffusion Models
Preprint2024
Controlvideo: Training-free controllable text-to-video generation
Unknown
Controlvideo introduces a training-free framework for controllable text-to-video generation by leveraging pre-trained text-to-image models.
0Jan 1, 2024
Preprint2025
Openvid-1m: A large-scale high-quality dataset for text-to-video generation
Unknown
Openvid-1m introduces a large-scale, high-quality dataset for text-to-video generation, filtered by aesthetics scores to retain the top 20% of videos.
0Jan 1, 2025
Preprint2023
Modelscope text-to-video technical report
Unknown
ModelScopeT2V is a text-to-video synthesis model that evolves from Stable Diffusion by incorporating spatio-temporal modeling to generate coherent videos from text prompts.
0Aug 1, 2023Diffusion Models
arXiv
Preprint2026
Moving Alphabet: A Controlled Study of Training Data for Text-to-Video Generation
Amber Yijia Zheng, Lu Liu, Raymond A. Yeh, et al.
A controlled study using a procedural testbed reveals that data distribution balance and caption quality critically impact text-to-video model generalization and training efficiency.
0Jul 21, 2026Attention MechanismsFine Tuning
arXiv