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 91 篇，第 1 / 2 页

1. NeurIPS 2025$\text{S}^2$Q-VDiT: Accurate Quantized Video Diffusion Transformer with Salient Data and Sparse Token Distillation
2. NeurIPS 2025Advanced Sign Language Video Generation with Compressed and Quantized Multi-Condition Tokenization
3. NeurIPS 2025Aligning What Matters: Masked Latent Adaptation for Text-to-Audio-Video Generation
4. NeurIPS 2025Asymmetric Dual-Lens Video Deblurring
5. NeurIPS 2025Autoregressive Adversarial Post-Training for Real-Time Interactive Video Generation
6. NeurIPS 2025CSGO: Content-Style Composition in Text-to-Image Generation
7. NeurIPS 2025Cypher-RI: Reinforcement Learning for Integrating Schema Selection into Cypher Generation
8. NeurIPS 2025DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models
9. NeurIPS 2025Diffusion Adaptive Text Embedding for Text-to-Image Diffusion Models
10. NeurIPS 2025Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis
11. NeurIPS 2025DisMo: Disentangled Motion Representations for Open-World Motion Transfer
12. NeurIPS 2025DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm
13. NeurIPS 2025Don’t Let It Fade: Preserving Edits in Diffusion Language Models via Token Timestep Allocation
14. NeurIPS 2025Dynamic Shadow Unveils Invisible Semantics for Video Outpainting
15. NeurIPS 2025EchoShot: Multi-Shot Portrait Video Generation
16. NeurIPS 2025Emergent Temporal Correspondences from Video Diffusion Transformers
17. NeurIPS 2025Enhancing Text-to-Image Diffusion Transformer via Split-Text Conditioning
18. NeurIPS 2025Faster Video Diffusion with Trainable Sparse Attention
19. NeurIPS 2025FlowMo: Variance-Based Flow Guidance for Coherent Motion in Video Generation
20. NeurIPS 2025Foresight: Adaptive Layer Reuse for Accelerated and High-Quality Text-to-Video Generation
21. NeurIPS 2025Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
22. NeurIPS 2025Frame In-N-Out: Unbounded Controllable Image-to-Video Generation
23. NeurIPS 2025From Play to Replay: Composed Video Retrieval for Temporally Fine-Grained Videos
24. NeurIPS 2025Generative Pre-trained Autoregressive Diffusion Transformer
25. NeurIPS 2025GeoVideo: Introducing Geometric Regularization into Video Generation Model
26. NeurIPS 2025HairFree: Compositional 2D Head Prior for Text-Driven 360° Bald Texture Synthesis
27. NeurIPS 2025Hawk: Leveraging Spatial Context for Faster Autoregressive Text-to-Image Generation
28. NeurIPS 2025Hierarchical Fine-grained Preference Optimization for Physically Plausible Video Generation
29. NeurIPS 2025HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance
30. NeurIPS 2025IllumiCraft: Unified Geometry and Illumination Diffusion for Controllable Video Generation
31. NeurIPS 2025Imagine360: Immersive 360 Video Generation from Perspective Anchor
32. NeurIPS 2025Improving Progressive Generation with Decomposable Flow Matching
33. NeurIPS 2025Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search
34. NeurIPS 2025InfinityStar: Unified Spacetime AutoRegressive Modeling for Visual Generation
35. NeurIPS 2025LeMiCa: Lexicographic Minimax Path Caching for Efficient Diffusion-Based Video Generation
36. NeurIPS 2025MagCache: Fast Video Generation with Magnitude-Aware Cache
37. NeurIPS 2025MiniMax-Remover: Taming Bad Noise Helps Video Object Removal
38. NeurIPS 2025Mitigating Semantic Collapse in Partially Relevant Video Retrieval
39. NeurIPS 2025Mixture of Inputs: Text Generation Beyond Discrete Token Sampling
40. NeurIPS 2025MJ-Video: Benchmarking and Rewarding Video Generation with Fine-Grained Video Preference
41. NeurIPS 2025MoCha: Towards Movie-Grade Talking Character Generation
42. NeurIPS 2025Neural B-frame Video Compression with Bi-directional Reference Harmonization
43. NeurIPS 2025OmniTalker: One-shot Real-time Text-Driven Talking Audio-Video Generation With Multimodal Style Mimicking
44. NeurIPS 2025OmniVCus: Feedforward Subject-driven Video Customization with Multimodal Control Conditions
45. NeurIPS 2025OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation
46. NeurIPS 2025ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation
47. NeurIPS 2025OSTAR: Optimized Statistical Text-classifier with Adversarial Resistance
48. NeurIPS 2025PanoWan: Lifting Diffusion Video Generation Models to 360$^\circ$ with Latitude/Longitude-aware Mechanisms
49. NeurIPS 2025Parameterized Synthetic Text Generation with SimpleStories
50. NeurIPS 2025PlayerOne: Egocentric World Simulator

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。