文生视频论文趋势 2023–2026

视频生成

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,185 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

文生视频论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202352211780170
2024553517140247
2025915914156320
20261019455198448

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

全部文生视频论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,185 篇，第 11 / 24 页

  1. CVPR 2025High-Fidelity Relightable Monocular Portrait Animation with Lighting-Controllable Video Diffusion Model
  2. CVPR 2025HOIGen-1M: A Large-scale Dataset for Human-Object Interaction Video Generation
  3. CVPR 2025HomoGen: Enhanced Video Inpainting via Homography Propagation and Diffusion
  4. CVPR 2025HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks
  5. CVPR 2025Identity-Preserving Text-to-Video Generation by Frequency Decomposition
  6. CVPR 2025IM-Zero: Instance-level Motion Controllable Video Generation in a Zero-shot Manner
  7. CVPR 2025Improved Video VAE for Latent Video Diffusion Model
  8. CVPR 2025InsTaG: Learning Personalized 3D Talking Head from Few-Second Video
  9. CVPR 2025InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption
  10. CVPR 2025InterDyn: Controllable Interactive Dynamics with Video Diffusion Models
  11. CVPR 2025Is Your World Simulator a Good Story Presenter? A Consecutive Events-Based Benchmark for Future Long Video Generation
  12. CVPR 2025Keyframe-Guided Creative Video Inpainting
  13. CVPR 2025Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Content
  14. CVPR 2025Learning Audio-guided Video Representation with Gated Attention for Video-Text Retrieval
  15. CVPR 2025Learning from Streaming Video with Orthogonal Gradients
  16. CVPR 2025Learning Temporally Consistent Video Depth from Video Diffusion Priors
  17. CVPR 2025Learning Visual Generative Priors without Text
  18. CVPR 2025LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity
  19. CVPR 2025LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant
  20. CVPR 2025LongDiff: Training-Free Long Video Generation in One Go
  21. CVPR 2025Make It Count: Text-to-Image Generation with an Accurate Number of Objects
  22. CVPR 2025MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations
  23. CVPR 2025Mask^2DiT: Dual Mask-based Diffusion Transformer for Multi-Scene Long Video Generation
  24. CVPR 2025MatAnyone: Stable Video Matting with Consistent Memory Propagation
  25. CVPR 2025Mimir: Improving Video Diffusion Models for Precise Text Understanding
  26. CVPR 2025Mind the Time: Temporally-Controlled Multi-Event Video Generation
  27. CVPR 2025Minority-Focused Text-to-Image Generation via Prompt Optimization
  28. CVPR 2025Mono3DVLT: Monocular-Video-Based 3D Visual Language Tracking
  29. CVPR 2025MotiF: Making Text Count in Image Animation with Motion Focal Loss
  30. CVPR 2025Motion Prompting: Controlling Video Generation with Motion Trajectories
  31. CVPR 2025MotionPro: A Precise Motion Controller for Image-to-Video Generation
  32. CVPR 2025MotionStone: Decoupled Motion Intensity Modulation with Diffusion Transformer for Image-to-Video Generation
  33. CVPR 2025Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts
  34. CVPR 2025MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation
  35. CVPR 2025Multi-subject Open-set Personalization in Video Generation
  36. CVPR 2025MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval
  37. CVPR 2025Narrating the Video: Boosting Text-Video Retrieval via Comprehensive Utilization of Frame-Level Captions
  38. CVPR 2025Neuro-Symbolic Evaluation of Text-to-Video Models using Formal Verification
  39. CVPR 2025Not Just Text: Uncovering Vision Modality Typographic Threats in Image Generation Models
  40. CVPR 2025On the Consistency of Video Large Language Models in Temporal Comprehension
  41. CVPR 2025One-Minute Video Generation with Test-Time Training
  42. CVPR 2025OpenHumanVid: A Large-Scale High-Quality Dataset for Enhancing Human-Centric Video Generation
  43. CVPR 2025OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation
  44. CVPR 2025Optical-Flow Guided Prompt Optimization for Coherent Video Generation
  45. CVPR 2025OSV: One Step is Enough for High-Quality Image to Video Generation
  46. CVPR 2025PatchVSR: Breaking Video Diffusion Resolution Limits with Patch-wise Video Super-Resolution
  47. CVPR 2025Perceptual Video Compression with Neural Wrapping
  48. CVPR 2025PersonaBooth: Personalized Text-to-Motion Generation
  49. CVPR 2025PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation
  50. CVPR 2025PosterMaker: Towards High-Quality Product Poster Generation with Accurate Text Rendering

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查文生视频在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "text-to-video"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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