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 574 篇,第 7 / 12 页
- CVPR 2025PreciseCam: Precise Camera Control for Text-to-Image Generation
- CVPR 2025Progressive Rendering Distillation: Adapting Stable Diffusion for Instant Text-to-Mesh Generation without 3D Data
- CVPR 2025Prometheus: 3D-Aware Latent Diffusion Models for Feed-Forward Text-to-3D Scene Generation
- CVPR 2025Protecting Your Video Content: Disrupting Automated Video-based LLM Annotations
- CVPR 2025Q-Bench-Video: Benchmark the Video Quality Understanding of LMMs
- CVPR 2025Recognition-Synergistic Scene Text Editing
- CVPR 2025ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data Streams
- CVPR 2025Rethinking Noisy Video-Text Retrieval via Relation-aware Alignment
- CVPR 2025Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion
- CVPR 2025SAMWISE: Infusing Wisdom in SAM2 for Text-Driven Video Segmentation
- CVPR 2025Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents
- CVPR 2025Scene Splatter: Momentum 3D Scene Generation from Single Image with Video Diffusion Model
- CVPR 2025SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration
- CVPR 2025Self-Cross Diffusion Guidance for Text-to-Image Synthesis of Similar Subjects
- CVPR 2025ShotAdapter: Text-to-Multi-Shot Video Generation with Diffusion Models
- CVPR 2025SketchVideo: Sketch-based Video Generation and Editing
- CVPR 2025SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device
- CVPR 2025STDD: Spatio-Temporal Dual Diffusion for Video Generation
- CVPR 2025STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding
- CVPR 2025StreamingT2V: Consistent, Dynamic, and Extendable Long Video Generation from Text
- CVPR 2025T2V-CompBench: A Comprehensive Benchmark for Compositional Text-to-video Generation
- CVPR 2025Taming Teacher Forcing for Masked Autoregressive Video Generation
- CVPR 2025TASTE-Rob: Advancing Video Generation of Task-Oriented Hand-Object Interaction for Generalizable Robotic Manipulation
- CVPR 2025The Devil is in the Prompts: Retrieval-Augmented Prompt Optimization for Text-to-Video Generation
- CVPR 2025Through-The-Mask: Mask-based Motion Trajectories for Image-to-Video Generation
- CVPR 2025TokenMotion: Decoupled Motion Control via Token Disentanglement for Human-centric Video Generation
- CVPR 2025Tora: Trajectory-oriented Diffusion Transformer for Video Generation
- CVPR 2025Towards a Universal Synthetic Video Detector: From Face or Background Manipulations to Fully AI-Generated Content
- CVPR 2025Towards Universal Soccer Video Understanding
- CVPR 2025Track4Gen: Teaching Video Diffusion Models to Track Points Improves Video Generation
- CVPR 2025TransPixeler: Advancing Text-to-Video Generation with Transparency
- CVPR 2025Turbo3D: Ultra-fast Text-to-3D Generation
- CVPR 2025Type-R: Automatically Retouching Typos for Text-to-Image Generation
- CVPR 2025Unified Dense Prediction of Video Diffusion
- CVPR 2025Unity in Diversity: Video Editing via Gradient-Latent Purification
- CVPR 2025Video Depth Anything: Consistent Depth Estimation for Super-Long Videos
- CVPR 2025Video Depth without Video Models
- CVPR 2025Video Language Model Pretraining with Spatio-temporal Masking
- CVPR 2025Video Summarization with Large Language Models
- CVPR 2025Video-Bench: Human-Aligned Video Generation Benchmark
- CVPR 2025Video-ColBERT: Contextualized Late Interaction for Text-to-Video Retrieval
- CVPR 2025Video-Guided Foley Sound Generation with Multimodal Controls
- CVPR 2025VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models
- CVPR 2025VideoDirector: Precise Video Editing via Text-to-Video Models
- CVPR 2025VideoDPO: Omni-Preference Alignment for Video Diffusion Generation
- CVPR 2025VideoGigaGAN: Towards Detail-rich Video Super-Resolution
- CVPR 2025VideoGuide: Improving Video Diffusion Models without Training Through a Teacher's Guide
- CVPR 2025VideoMage: Multi-Subject and Motion Customization of Text-to-Video Diffusion Models
- CVPR 2025VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step
- CVPR 2025VinTAGe: Joint Video and Text Conditioning for Holistic Audio Generation
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。