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
- 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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 52 | 21 | 17 | 80 | 170 |
| 2024 | 55 | 35 | 17 | 140 | 247 |
| 2025 | 91 | 59 | 14 | 156 | 320 |
| 2026 | 101 | 94 | 55 | 198 | 448 |
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 247 篇,第 1 / 5 页
- CVPR 2024360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model
- CVPR 20244D-fy: Text-to-4D Generation Using Hybrid Score Distillation Sampling
- CVPR 2024A Recipe for Scaling up Text-to-Video Generation with Text-free Videos
- CVPR 2024A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames
- CVPR 2024A Unified Approach for Text- and Image-guided 4D Scene Generation
- CVPR 2024Adversarial Text to Continuous Image Generation
- CVPR 2024Align Before Adapt: Leveraging Entity-to-Region Alignments for Generalizable Video Action Recognition
- CVPR 2024Attention Calibration for Disentangled Text-to-Image Personalization
- CVPR 2024AVID: Any-Length Video Inpainting with Diffusion Model
- CVPR 2024Beyond Text: Frozen Large Language Models in Visual Signal Comprehension
- CVPR 2024Binarized Low-light Raw Video Enhancement
- CVPR 2024Breathing Life Into Sketches Using Text-to-Video Priors
- CVPR 2024BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning
- CVPR 2024CAMEL: CAusal Motion Enhancement Tailored for Lifting Text-driven Video Editing
- CVPR 2024Can I Trust Your Answer? Visually Grounded Video Question Answering
- CVPR 2024Can't Make an Omelette Without Breaking Some Eggs: Plausible Action Anticipation Using Large Video-Language Models
- CVPR 2024CCEdit: Creative and Controllable Video Editing via Diffusion Models
- CVPR 2024Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation
- CVPR 2024Co-Speech Gesture Video Generation via Motion-Decoupled Diffusion Model
- CVPR 2024Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior
- CVPR 2024Context-Guided Spatio-Temporal Video Grounding
- CVPR 2024Control4D: Efficient 4D Portrait Editing with Text
- CVPR 2024Countering Personalized Text-to-Image Generation with Influence Watermarks
- CVPR 2024Customization Assistant for Text-to-Image Generation
- CVPR 2024CustomListener: Text-guided Responsive Interaction for User-friendly Listening Head Generation
- CVPR 2024Dancing with Still Images: Video Distillation via Static-Dynamic Disentanglement
- CVPR 2024Deep Video Inverse Tone Mapping Based on Temporal Clues
- CVPR 2024Diff-BGM: A Diffusion Model for Video Background Music Generation
- CVPR 2024DiffPerformer: Iterative Learning of Consistent Latent Guidance for Diffusion-based Human Video Generation
- CVPR 2024DIRECT-3D: Learning Direct Text-to-3D Generation on Massive Noisy 3D Data
- CVPR 2024Direct2.5: Diverse Text-to-3D Generation via Multi-view 2.5D Diffusion
- CVPR 2024DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling
- CVPR 2024DyBluRF: Dynamic Neural Radiance Fields from Blurry Monocular Video
- CVPR 2024Dysen-VDM: Empowering Dynamics-aware Text-to-Video Diffusion with LLMs
- CVPR 2024EmoGen: Emotional Image Content Generation with Text-to-Image Diffusion Models
- CVPR 2024Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning
- CVPR 2024Enhancing Video Super-Resolution via Implicit Resampling-based Alignment
- CVPR 2024EvalCrafter: Benchmarking and Evaluating Large Video Generation Models
- CVPR 2024FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation
- CVPR 2024Generating Human Motion in 3D Scenes from Text Descriptions
- CVPR 2024Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models
- CVPR 2024GenTron: Diffusion Transformers for Image and Video Generation
- CVPR 2024GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation
- CVPR 2024Grid Diffusion Models for Text-to-Video Generation
- CVPR 2024HanDiffuser: Text-to-Image Generation With Realistic Hand Appearances
- CVPR 2024Hierarchical Patch Diffusion Models for High-Resolution Video Generation
- CVPR 2024Hierarchical Spatio-temporal Decoupling for Text-to-Video Generation
- CVPR 2024HIG: Hierarchical Interlacement Graph Approach to Scene Graph Generation in Video Understanding
- CVPR 2024Holistic Features are almost Sufficient for Text-to-Video Retrieval
- CVPR 2024HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splatting
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"}
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。