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 448 篇,第 1 / 9 页
- CVPR 20263D sans 3D Scans Scalable Pre-training from Video-Generated Point Clouds
- CVPR 20263D-Aware Implicit Motion Control for View-Adaptive Human Video Generation
- CVPR 2026A Bit is All You Need Efficient Video Capture via
- CVPR 2026A Self-Conditioned Representation Guided Diffusion Model for Realistic Text-to-LiDAR Scene
- CVPR 2026Accelerating Diffusion-based Video Editing via Heterogeneous Caching Beyond Full Computing
- CVPR 2026Accelerating Streaming Video Large Language Models via Hierarchical Token Compression
- CVPR 2026AdaCluster Adaptive Query-Key Clustering for Sparse Attention in Video Generation
- CVPR 2026AdaIAT Adaptively Increasing Attention to Generated Text to Alleviate Hallucinations
- CVPR 2026AE2VID Event-based Video Reconstruction via Aperture Modulation
- CVPR 2026AlcheMinT Fine-grained Temporal Control for Multi-Reference Consistent Video Generation
- CVPR 2026Alert-CLIP Abnormality-aware Latent-Enhanced Representation Tuning of CLIP for Video Anomaly
- CVPR 2026An Empirical Study on How Video-LLMs Answer Video Questions
- CVPR 2026AniMimic Imitating 3D Animation from Video Priors
- CVPR 2026Anti-I2V Safeguarding your Photos from Malicious Image-to-video Generation
- CVPR 2026Are We Ready for RL in Text-to-3D Generation A Progressive
- CVPR 2026Attention Surgery An Efficient Recipe to Linearize Your Video Diffusion
- CVPR 2026AutoCut End-to-end advertisement video editing based on multimodal discretization and
- CVPR 2026BAgger Backwards Aggregation for Mitigating Drift in Autoregressive Video Diffusion
- CVPR 2026BiMotion B-spline Motion for Text-guided Dynamic 3D Character Generation
- CVPR 2026Building a Precise Video Language with Human-AI Oversight
- CVPR 2026CamDirector Towards Long-Term Coherent Video Trajectory Editing
- CVPR 2026Camera Control for Text-to-Image Generation via Learning Viewpoint Tokens
- CVPR 2026Causality in Video Diffusers is Separable from Denoising
- CVPR 2026CI-VID A Coherent Interleaved Text-Video Dataset
- CVPR 2026CineScene Implicit 3D as Effective Scene Representation for Cinematic Video
- CVPR 2026Cluster-Wise Spatio-Temporal Masking for Efficient Video-Language Pretraining
- CVPR 2026Compositional Text-to-Image Generation Via Region-aware Bimodal Direct Preference Optimization
- CVPR 2026ConsID-Gen View-Consistent and Identity-Preserving Image-to-Video Generation
- CVPR 2026CoT-Edit Let CoT Guide Instruction Video Editing
- CVPR 2026Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video
- CVPR 2026CubeComposer Spatio-Temporal Autoregressive 4K 360deg Video Generation from Perspective Video
- CVPR 2026CVA Context-aware Video-text Alignment for Video Temporal Grounding
- CVPR 2026DeltaQuant 4-bit Video Diffusion Models with Spatiotemporal Delta Smoothing
- CVPR 2026DetAny4D Detect Anything 4D Temporally in a Streaming RGB Video
- CVPR 2026Diff4Splat Repurposing Video Diffusion Models for Dynamic Scene Generation
- CVPR 2026Diverse Video Generation with Determinantal Point Process-Guided Policy Optimization
- CVPR 2026DreamShot Personalized Storyboard Synthesis with Video Diffusion Prior
- CVPR 2026DreamStyle A Unified Framework for Video Stylization
- CVPR 2026DTG-Restore Training-Free Diffusion Refinement for Generative Video Super-Resolution
- CVPR 2026Dual-Granularity Memory for Efficient Video Generation
- CVPR 2026DUO-VSR Dual-Stream Distillation for One-Step Video Super-Resolution
- CVPR 2026Dynamic-eDiTor Training-Free Text-Driven 4D Scene Editing with Multimodal Diffusion Transformer
- CVPR 2026DynamicsBoost Dynamic Plausible Video Generation via Annotation-Free Continuation Preference Optimization
- CVPR 2026DynFusion Rethinking Condition Fusion for Adaptive Multi-Conditional Text-to-Image Generation
- CVPR 2026EagleNet Energy-Aware Fine-Grained Relationship Learning Network for Text-Video Retrieval
- CVPR 2026EasyV2V A High-quality Instruction-based Video Editing Framework
- CVPR 2026Echoes Over Time Unlocking Length Generalization in Video-to-Audio Generation Models
- CVPR 2026EchoFoley Event-Centric Hierarchical Control for Video Grounded Creative Sound Generation
- CVPR 2026EchoVDiff Cardiac-Cycle Echocardiography Video Generation from Arbitrary Single Frame
- CVPR 2026Efficient Training for Human Video Generation with Entropy-Guided Prioritized Progressive
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。