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 1,185 篇，第 2 / 24 页
- CVPR 2026EgoControl Controllable Egocentric Video Generation via 3D Full-Body Poses
- CVPR 2026EgoX Egocentric Video Generation from a Single Exocentric Video
- CVPR 2026Elastic3D Controllable Stereo Video Conversion with Guided Latent Decoding
- CVPR 2026ELV-Halluc Benchmarking Semantic Aggregation Hallucinations in Video Understanding
- CVPR 2026Endless World Real-Time 3D-Aware Long Video Generation
- CVPR 2026EVATok Adaptive Length Video Tokenization for Efficient Visual Autoregressive Generation
- CVPR 2026EvoID Reinforced Evolution for Identity-Preserving Video Generation
- CVPR 2026ExPose Reinforcing Video Generation Models for Extreme Pose Estimation
- CVPR 2026First Frame Is the Place to Go for Video Content
- CVPR 2026FlashMotion Few-Step Controllable Video Generation with Trajectory Guidance
- CVPR 2026FlexTraj Image-to-Video Generation with Flexible Point Trajectory Control
- CVPR 2026Flowception Temporally Expansive Flow Matching for Video Generation
- CVPR 2026FlowDirector Training-Free Flow Steering for Precise Text-to-Video Editing
- CVPR 2026Free-Lunch Long Video Generation via Layer-Adaptive O.O.D Correction
- CVPR 2026GenColorBench A Color Evaluation Benchmark for Text-to-Image Generation
- CVPR 2026Generalizable Video Quality Assessment via Weak-to-Strong Learning
- CVPR 2026Geometry-as-context Modulating Explicit 3D in Scene-consistent Video Generation to Geometry
- CVPR 2026Gloria Consistent Character Video Generation via Content Anchors
- CVPR 2026Goal Force Teaching Video Models To Accomplish Physics-Conditioned Goals
- CVPR 2026Gravitation-Driven Semantic Alignment for Text Video Retrieval
- CVPR 2026Gyro-based Deep Video Deblurring
- CVPR 2026HandDreamer Zero-Shot Text to 3D Hand Model Generation using Corrective
- CVPR 2026HandWorld Hand-Centric Unified Video Action Generation
- CVPR 2026Hear What Matters Text-conditioned Selective Video-to-Audio Generation
- CVPR 2026HieraMamba Video Temporal Grounding via Hierarchical Anchor-Mamba Pooling
- CVPR 2026Hierarchical Codec Diffusion for Video-to-Speech Generation
- CVPR 2026Hierarchical Enhancement of Semantic Priors for Disentangled Text-Driven Motion Generation
- CVPR 2026High Resolution Neural Video Coding with Bi-directional Confidence-Guided Reference Information
- CVPR 2026HoloCine Holistic Generation of Cinematic Multi-Shot Long Video Narratives
- CVPR 2026ID-Crafter VLM-Grounded Online RL for Compositional Multi-Subject Video Generation
- CVPR 2026Imagine Before Concentration Diffusion-Guided Registers Enhance Partially Relevant Video Retrieval
- CVPR 2026Improving Motion in Image-to-Video Models via Adaptive Low-Pass Guidance
- CVPR 2026Improving Text-to-Image Generation with Intrinsic Self-Confidence Rewards
- CVPR 2026Infinity-RoPE Action-Controllable Infinite Video Generation Emerges From Autoregressive Self-Rollout
- CVPR 2026InternVideo-Next Towards World-Understanding Video Models
- CVPR 2026IVAAN Instance-level Vision-Language Alignment via Attribute-Guided Text Prompts Generation for
- CVPR 2026LAMP Language-Assisted Motion Planning for Controllable Video Generation
- CVPR 2026LaVR Scene Latent Conditioned Generative Video Trajectory Re-Rendering using Large
- CVPR 2026Learning Effective Sign Features without Text for Gloss-free Sign Language
- CVPR 2026Less is More Data-Efficient Adaptation for Controllable Text-to-Video Generation
- CVPR 2026Lighting-grounded Video Generation with Renderer-based Agent Reasoning
- CVPR 2026LinVideo A Post-Training Framework towards On Attention in Efficient Video
- CVPR 2026LoL Longer than Longer Scaling Video Generation to Hour
- CVPR 2026LRHDR Learning Representation-enhanced HDR Video Reconstruction
- CVPR 2026Lynx Towards High-Fidelity Personalized Video Generation
- CVPR 2026M4V Multimodal Mamba for Efficient Text-to-Video Generation
- CVPR 2026Minerva-Ego Spatiotemporal Hints for Egocentric Video Understanding
- CVPR 2026MoLingo Motion-Language Alignment for Text-to-Human Motion Generation
- CVPR 2026MotionHiFlow Text-to-Motion via Hierarchical Flow Matching
- CVPR 2026MotionV2V Editing Motion in a Video
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。