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 103 篇，第 1 / 3 页

1. ICML 2026$\text{DT}^\text{2}$: Decision-Targeted Digital Twins
2. ICML 2026A Very Big Video Reasoning Suite
3. ICML 2026AlignVid: Taming Visual Dominance via Training-Free Attention Modulation in Text-guided Image-to-Video Generation
4. ICML 2026AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
5. ICML 2026Beyond Detection: A Structure-Aware Framework for Scene Text Tracking
6. ICML 2026CameraNoise: Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping
7. ICML 2026CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors
8. ICML 2026Clarify Before You Draw: Proactive Agents for Robust Text-to-CAD Generation
9. ICML 2026CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Video Subtitle Removal
10. ICML 2026CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
11. ICML 2026Context Forcing: Consistent Autoregressive Video Generation with Long Context
12. ICML 2026DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
13. ICML 2026DiasR: Dual-Modal Identity-Anchored Sparse Routing for Efficient Multi-Subject Video Generation
14. ICML 2026DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
15. ICML 2026Embedding Trust: Semantic Isotropy Predicts Nonfactuality in Long-Form Text Generation
16. ICML 2026GeoLoom: High-quality Geometric Diagram Generation from Textual Input
17. ICML 2026HECTOR: Hybrid Editable Compositional Object References for Video Generation
18. ICML 2026Infinite-World: Scaling Interactive World Models to 1000-Frame Horizons via Pose-Free Hierarchical Memory
19. ICML 2026iTryOn: Mastering Interactive Video Virtual Try-On with Spatial-Semantic Guidance
20. ICML 2026LayerT2V: A Unified Multi-Layer Video Generation Framework
21. ICML 2026Learning Stochastic Bridges for Video Object Removal via Video-to-Video Translation
22. ICML 2026LieWarper: Geometry-Aware Motion Transfer via Lie Algebra
23. ICML 2026LIVEditor-14B: Lightning Unified Video Editing via In-Context Sparse Attention
24. ICML 2026LoCoT2V-Bench: Benchmarking Long-Form and Complex Text-to-Video Generation
25. ICML 2026LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation
26. ICML 2026LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency Experts
27. ICML 2026Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers
28. ICML 2026Motion Attribution for Video Generation
29. ICML 2026MoVie: Multimodal Video Compression with Text Guidance
30. ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
31. ICML 2026Olaf-World: Orienting Latent Actions for Video World Modeling
32. ICML 2026PanoWorld-X: Generating Explorable Panoramic Worlds via Sphere-Aware Video Diffusion
33. ICML 2026Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization
34. ICML 2026ReaForest: Fostering Generative Video Reasoning for Spatial Planning
35. ICML 2026RelaxFlow: Text-Driven Amodal 3D Generation
36. ICML 2026Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval
37. ICML 2026Self-Refining Video Sampling
38. ICML 2026Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation
39. ICML 2026SpatialJB: How Text Distribution Art Becomes The "Jailbreak Key" for LLM Guardrails
40. ICML 2026SpeedVFI: One-step Diffusion for Efficient Video Frame Interpolation
41. ICML 2026T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation
42. ICML 2026TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
43. ICML 2026Temporal-aware Flow Matching for Video Generation with Temporally Coherent Motion
44. ICML 2026Text Has Curvature
45. ICML 2026TextME: Bridging Unseen Modalities Through Text Descriptions
46. ICML 2026TextMesh4D: Zero-shot Text-to-4D Mesh Generation
47. ICML 2026Transform Trained Transformer for Accelerating Native 4K Video Generation
48. ICML 2026Veda: Scalable Video Diffusion via Distilled Sparse Attention
49. ICML 2026VELR: Efficient Video Reward Feedback via Ensemble Latent Reward Models
50. ICML 2026VideoFlexTok: Flexible-Length Coarse-to-Fine Video Tokenization

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。