Research map / Video / Video generation
Video Generation From Text
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add the conditional gist generator and Text2Filter to direct text-to-video generation | DT2V, producing T2V · Six video categories, generated samples | classification accuracy: 0.101 -> 0.426 | Helped |
| Add the conditional gist generator to direct text-to-video generation | DT2V, producing GT2V · Six video categories, generated samples | classification accuracy: 0.101 -> 0.192 | Helped |
| Add Text2Filter to gist-conditioned video generation (ablation) | GT2V, producing T2V · Six video categories, generated samples | classification accuracy: 0.192 -> 0.426 | Helped |
| Add the pair-information discriminator framework | DT2V, producing PT2V · Six video categories, generated samples | classification accuracy: 0.101 -> 0.134 | Helped |
| Add a reconstruction loss (ablation) | The proposed video-generation objective · Text-to-video generation | performance | Helped |
| Generate gist and motion directly from text without an intermediate gist-generation step | DT2V · Text-to-video generation | plausibility and text-conditioned video quality | Hurt |
| Remove Text2Filter from the gist-based model (ablation) | GT2V · Text-to-video generation | motion generation | Hurt |
Closest papers by meaning
- StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text (CVPR 2025 · similarity 0.86)
- A Recipe for Scaling up Text-to-Video Generation with Text-free Videos (CVPR 2024 · similarity 0.86)
- Grid Diffusion Models for Text-to-Video Generation (CVPR 2024 · similarity 0.86)
- EIDT-V: Exploiting Intersections in Diffusion Trajectories for Model-Agnostic, Zero-Shot, Training-Free Text-to-Video Generation (CVPR 2025 · similarity 0.85)
- EvalCrafter: Benchmarking and Evaluating Large Video Generation Models (CVPR 2024 · similarity 0.85)
- InstantPainting: Expanding GANs for Efficient Text-Conditioned Image Generation Platform (AAAI 2025 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.