文生视频论文趋势 2023–2026

主要结论

• 文生视频论文从 2023 年的 170 篇增长到 2026 年的 448 篇，三年间扩大到约 2.6 倍。
• CVPR 是发文生视频论文最多的会议，2023–2026 年共 574 篇，占四个会议总量的 48%。
• 交叉方向里涨得最快的是深度学习 · generative models and autoencoders：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 26 篇。
• 在「多模态生成」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的叙事生成是 15 倍，文生视频是 2.6 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives
• ICML 2026DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
• ICLR 2026$PhyWorldBench$: A Comprehensive Evaluation of Physical Realism in Text-to-Video Models
• CVPR 20263D-Aware Implicit Motion Control for View-Adaptive Human Video Generation
• NeurIPS 2025Dynamic Shadow Unveils Invisible Semantics for Video Outpainting
• ICML 2025GRADEO: Towards Human-Like Evaluation for Text-to-Video Generation via Multi-Step Reasoning
• ICLR 20253DTrajMaster: Mastering 3D Trajectory for Multi-Entity Motion in Video Generation
• CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
• NeurIPS 2024ChronoMagic-Bench: A Benchmark for Metamorphic Evaluation of Text-to-Time-lapse Video Generation
• ICML 2024Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
• ICLR 2024Provable Robust Watermarking for AI-Generated Text
• CVPR 2024Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning
• NeurIPS 2023Any-to-Any Generation via Composable Diffusion
• ICML 2023Controlled Text Generation with Natural Language Instructions
• ICLR 2023CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers
• CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
• NeurIPS 2026Character Mixing for Video Generation
• ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
• ICLR 2026Anchor Frame Bridging for Coherent First-Last Frame Video Generation
• CVPR 2026Building a Precise Video Language with Human-AI Oversight

全部文生视频论文

共 55 篇，第 1 / 2 页

1. NeurIPS 2024AID: Attention Interpolation of Text-to-Image Diffusion
2. NeurIPS 2024Animate3D: Animating Any 3D Model with Multi-view Video Diffusion
3. NeurIPS 2024AP-Adapter: Improving Generalization of Automatic Prompts on Unseen Text-to-Image Diffusion Models
4. NeurIPS 2024Association of Objects May Engender Stereotypes: Mitigating Association-Engendered Stereotypes in Text-to-Image Generation
5. NeurIPS 2024AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation
6. NeurIPS 2024Beyond Aesthetics: Cultural Competence in Text-to-Image Models
7. NeurIPS 2024Boosting Text-to-Video Generative Model with MLLMs Feedback
8. NeurIPS 2024ChronoMagic-Bench: A Benchmark for Metamorphic Evaluation of Text-to-Time-lapse Video Generation
9. NeurIPS 2024Collaborative Video Diffusion: Consistent Multi-video Generation with Camera Control
10. NeurIPS 2024Compositional 3D-aware Video Generation with LLM Director
11. NeurIPS 2024ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty
12. NeurIPS 2024Consent in Crisis: The Rapid Decline of the AI Data Commons
13. NeurIPS 2024COVE: Unleashing the Diffusion Feature Correspondence for Consistent Video Editing
14. NeurIPS 2024CV-VAE: A Compatible Video VAE for Latent Generative Video Models
15. NeurIPS 2024DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion
16. NeurIPS 2024Don't Look Twice: Faster Video Transformers with Run-Length Tokenization
17. NeurIPS 2024DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs
18. NeurIPS 2024Enhancing Motion in Text-to-Video Generation with Decomposed Encoding and Conditioning
19. NeurIPS 2024Evaluation of Text-to-Video Generation Models: A Dynamics Perspective
20. NeurIPS 2024Exocentric-to-Egocentric Video Generation
21. NeurIPS 2024FIFO-Diffusion: Generating Infinite Videos from Text without Training
22. NeurIPS 2024FreeLong: Training-Free Long Video Generation with SpectralBlend Temporal Attention
23. NeurIPS 2024Generating compositional scenes via Text-to-image RGBA Instance Generation
24. NeurIPS 2024GoMatching: A Simple Baseline for Video Text Spotting via Long and Short Term Matching
25. NeurIPS 2024Incentivizing Quality Text Generation via Statistical Contracts
26. NeurIPS 2024LaSe-E2V: Towards Language-guided Semantic-aware Event-to-Video Reconstruction
27. NeurIPS 2024LAVIB: A Large-scale Video Interpolation Benchmark
28. NeurIPS 2024LVD-2M: A Long-take Video Dataset with Temporally Dense Captions
29. NeurIPS 2024Meta-Diffu$B$: A Contextualized Sequence-to-Sequence Text Diffusion Model with Meta-Exploration
30. NeurIPS 2024MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions
31. NeurIPS 2024Motion Consistency Model: Accelerating Video Diffusion with Disentangled Motion-Appearance Distillation
32. NeurIPS 2024MotionBooth: Motion-Aware Customized Text-to-Video Generation
33. NeurIPS 2024On the Noise Robustness of In-Context Learning for Text Generation
34. NeurIPS 2024One-Step Diffusion Distillation through Score Implicit Matching
35. NeurIPS 2024Probing Social Bias in Labor Market Text Generation by ChatGPT: A Masked Language Model Approach
36. NeurIPS 2024ReNO: Enhancing One-step Text-to-Image Models through Reward-based Noise Optimization
37. NeurIPS 2024Reproducibility Study of "ITI-GEN: Inclusive Text-to-Image Generation"
38. NeurIPS 2024Rethinking Human Evaluation Protocol for Text-to-Video Models: Enhancing Reliability, Reproducibility, and Practicality
39. NeurIPS 2024SafeSora: Towards Safety Alignment of Text2Video Generation via a Human Preference Dataset
40. NeurIPS 2024Scaling Sign Language Translation
41. NeurIPS 2024SF-V: Single Forward Video Generation Model
42. NeurIPS 2024ShareGPT4Video: Improving Video Understanding and Generation with Better Captions
43. NeurIPS 2024ShowMaker: Creating High-Fidelity 2D Human Video via Fine-Grained Diffusion Modeling
44. NeurIPS 2024SlowFocus: Enhancing Fine-grained Temporal Understanding in Video LLM
45. NeurIPS 2024StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation
46. NeurIPS 2024T2V-Turbo: Breaking the Quality Bottleneck of Video Consistency Model with Mixed Reward Feedback
47. NeurIPS 2024T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models
48. NeurIPS 2024Tell What You Hear From What You See - Video to Audio Generation Through Text
49. NeurIPS 2024Towards Understanding the Working Mechanism of Text-to-Image Diffusion Model
50. NeurIPS 2024VideoTetris: Towards Compositional Text-to-Video Generation

常见问题

2023–2026 年四大会议一共有多少篇文生视频论文？

共 1,185 篇，按年份分别是 2023 年 170 篇、2024 年 247 篇、2025 年 320 篇、2026 年 448 篇。

NeurIPS 2026 有多少篇文生视频论文？

NeurIPS 2026 有 101 篇文生视频论文，上一届是 91 篇。

ICLR 2026 有多少篇文生视频论文？

ICLR 2026 有 94 篇文生视频论文，上一届是 59 篇。

ICML 2026 有多少篇文生视频论文？

ICML 2026 有 55 篇文生视频论文，上一届是 14 篇。

CVPR 2026 有多少篇文生视频论文？

CVPR 2026 有 198 篇文生视频论文，上一届是 156 篇。

哪个会议的文生视频论文最多？

CVPR，2023–2026 年共 574 篇。