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 299 篇，第 1 / 6 页

1. NeurIPS 20263DSPA: A 3D Semantic Point Autoencoder for Evaluating Video Realism
2. NeurIPS 2026Accelerating Video Inverse Problem Solvers with Autoregressive Diffusion Models
3. NeurIPS 2026AdaState: Self-Evolving Anchors for Streaming Video Generation
4. NeurIPS 2026Advancing Narrative Long Video Generation via Training-Free Identity-Aware Memory
5. NeurIPS 2026AgentOdyssey: Open-Ended Long-Horizon Text Game Generation for Test-Time Continual Learning Agents
6. NeurIPS 2026AtlasVid: Efficient Ultra-High-Resolution Long Video Generation via Decoupled Global-Local Modeling
7. NeurIPS 2026Auteur: Language-Driven Cinematographic Framing for Human-Centric Video Generation
8. NeurIPS 2026Beyond Distribution Matching: Self-Supervised Representation Forcing for Few-Step Video Generation
9. NeurIPS 2026BiMoGen: Bidirectional Motion-Text Generation via Unified Masked Discrete Diffusion
10. NeurIPS 2026CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives
11. NeurIPS 2026Character Mixing for Video Generation
12. NeurIPS 2026CineOrchestra: Unified Entity-Centric Conditioning for Cinematic Video Generation
13. NeurIPS 2026CoANeRV: Coordinate-Aware Token-Space Neural Video Representation
14. NeurIPS 2026Disen-Forcing: Disentangling Semantic Anchoring from Motion for Autoregressive Video Diffusion
15. NeurIPS 2026Driving Video Retrieval for Complex Queries with Structured Grounding
16. NeurIPS 2026DSAQuant: Denoising-Stage-Aligned Quantization-Aware Training for Video Generation
17. NeurIPS 2026Efficient Off-Policy RL for Video Generation via Forward-Consistent Reward Matching
18. NeurIPS 2026EVA-Cap: Optimizing Audiovisual Video Captioning via Event-Centric Alignment
19. NeurIPS 2026FacEDiT: Talking Head Video Editing via Facial Motion Infilling
20. NeurIPS 2026FaithfulFaces: Pose-Faithful Facial Identity Preservation for Text-to-Video Generation
21. NeurIPS 2026FakeParts: a New Family of AI-Generated Video Forgeries
22. NeurIPS 2026FlashRelight: Portrait Video Relighting with Dynamic Lighting
23. NeurIPS 2026FlowTrack: Controlling Edit-Signal Execution in Inversion-Free Flow Video Editing
24. NeurIPS 2026Focused Forcing: Content-Aware Per-Frame KV Selection for Efficient Autoregressive Video Diffusion
25. NeurIPS 2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation
26. NeurIPS 2026Gender Artifacts from Art History to Text-to-Image Generation
27. NeurIPS 2026Generating the Wild: Individual-Consistent Image-to-Video Generation for Wildlife
28. NeurIPS 2026GeoFidelity-Bench: Evaluating Block-Conditioned Geographic Fidelity in Text-to-Image Street-View Generation
29. NeurIPS 2026GeoMemory: Geometry-Indexed Memory for Long-Horizon Interactive Video Generation
30. NeurIPS 2026GlyphAnchor: Enhancing Visual Text Rendering via Position-Anchored Glyph Priors
31. NeurIPS 2026GWScore: A structural diversity metric for consistent text-to-image generation
32. NeurIPS 2026Handwritten Text Recognition Lives in the High-Pixel Variance Subspace
33. NeurIPS 2026HiPhy: Hierarchical Alignment for Physically-Plausible Multi-Principle Video Generation
34. NeurIPS 2026HOMIE: Human-object Centric Video Personalization via Multimodal Intelligent Enhancement
35. NeurIPS 2026HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video Diffusion
36. NeurIPS 2026I2V-DETACH: Source Grounding Detachment for Unauthorized Image-to-Video Generation
37. NeurIPS 2026InstructVVT: Instruction-Driven Video Virtual Try-On without Auxiliary Spatial Priors
38. NeurIPS 2026Intent2CAD: How Semantic-Parametric Supervision Shapes Text-to-CAD Generation
39. NeurIPS 2026Iris: Empowering Video MLLMs with High-Frequency Pose Priors via Spatiotemporal Binding
40. NeurIPS 2026Keep It CALM: Analyzing the Limits of Global Unsafety in Text-to-Image Generation
41. NeurIPS 2026LAION-BVD: A 10-Million-Hour Open Video Dataset for Multimodal Pre-training
42. NeurIPS 2026Latent Motion Alignment for Video Diffusion
43. NeurIPS 2026Learning-to-Memorize: Dynamic Context Management for Long-Horizon Autoregressive Video Generation
44. NeurIPS 2026LIPAR: Latent Inter-Frame Pruning with Attention Recovery
45. NeurIPS 2026LLM Is a Good Conditioner: End-to-End Sign Language Video Generation with VQ-Diffusion
46. NeurIPS 2026LogicDirector: Enforcing Temporal Composition in Text-to-Video Generation
47. NeurIPS 2026LongSCOP: Semantically Consistent Long Video Outpainting
48. NeurIPS 2026MedCache: Training-Free Spatially Aware Caching for Accelerated Medical Video Generation
49. NeurIPS 2026Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation
50. NeurIPS 2026Meta Inverse Prompting for Video Generative Models

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。