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 156 篇,第 1 / 4 页
- CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
- CVPR 20254Real-Video: Learning Generalizable Photo-Realistic 4D Video Diffusion
- CVPR 2025AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction
- CVPR 2025Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration
- CVPR 2025AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM
- CVPR 2025AKiRa: Augmentation Kit on Rays for Optical Video Generation
- CVPR 2025AMO Sampler: Enhancing Text Rendering with Overshooting
- CVPR 2025AnimateAnything: Consistent and Controllable Animation for Video Generation
- CVPR 2025AniMo: Species-Aware Model for Text-Driven Animal Motion Generation
- CVPR 2025AnyMoLe: Any Character Motion In-betweening Leveraging Video Diffusion Models
- CVPR 2025Apply Hierarchical-Chain-of-Generation to Complex Attributes Text-to-3D Generation
- CVPR 2025AR-Diffusion: Asynchronous Video Generation with Auto-Regressive Diffusion
- CVPR 2025Articulated Kinematics Distillation from Video Diffusion Models
- CVPR 2025AToM: Aligning Text-to-Motion Model at Event-Level with GPT-4Vision Reward
- CVPR 2025Blind Bitstream-corrupted Video Recovery via Metadata-guided Diffusion Model
- CVPR 2025BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations
- CVPR 2025ByTheWay: Boost Your Text-to-Video Generation Model to Higher Quality in a Training-free Way
- CVPR 2025Can Text-to-Video Generation help Video-Language Alignment?
- CVPR 2025ChatGen: Automatic Text-to-Image Generation From FreeStyle Chatting
- CVPR 2025Coherent 3D Portrait Video Reconstruction via Triplane Fusion
- CVPR 2025Compass Control: Multi Object Orientation Control for Text-to-Image Generation
- CVPR 2025D^3-Human: Dynamic Disentangled Digital Human from Monocular Video
- CVPR 2025DesignDiffusion: High-Quality Text-to-Design Image Generation with Diffusion Models
- CVPR 2025DiffVsgg: Diffusion-Driven Online Video Scene Graph Generation
- CVPR 2025DiscoVLA: Discrepancy Reduction in Vision, Language, and Alignment for Parameter-Efficient Video-Text Retrieval
- CVPR 2025DiTCtrl: Exploring Attention Control in Multi-Modal Diffusion Transformer for Tuning-Free Multi-Prompt Longer Video Generation
- CVPR 2025Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation
- CVPR 2025DriveScape: High-Resolution Driving Video Generation by Multi-View Feature Fusion
- CVPR 2025EDEN: Enhanced Diffusion for High-quality Large-motion Video Frame Interpolation
- CVPR 2025Efficient Long Video Tokenization via Coordinate-based Patch Reconstruction
- CVPR 2025Efficient Video Face Enhancement with Enhanced Spatial-Temporal Consistency
- CVPR 2025EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering
- CVPR 2025EIDT-V: Exploiting Intersections in Diffusion Trajectories for Model-Agnostic, Zero-Shot, Training-Free Text-to-Video Generation
- CVPR 2025Encapsulated Composition of Text-to-Image and Text-to-Video Models for High-Quality Video Synthesis
- CVPR 2025EntitySAM: Segment Everything in Video
- CVPR 2025Event Ellipsometer: Event-based Mueller-Matrix Video Imaging
- CVPR 2025Event-based Video Super-Resolution via State Space Models
- CVPR 2025Event-Equalized Dense Video Captioning
- CVPR 2025ExpertAF: Expert Actionable Feedback from Video
- CVPR 2025Face Forgery Video Detection via Temporal Forgery Cue Unraveling
- CVPR 2025FATE: Full-head Gaussian Avatar with Textural Editing from Monocular Video
- CVPR 2025FineVQ: Fine-Grained User Generated Content Video Quality Assessment
- CVPR 2025FlipSketch: Flipping Static Drawings to Text-Guided Sketch Animations
- CVPR 2025FloVD: Optical Flow Meets Video Diffusion Model for Enhanced Camera-Controlled Video Synthesis
- CVPR 2025Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation
- CVPR 2025FreePCA: Integrating Consistency Information across Long-short Frames in Training-free Long Video Generation via Principal Component Analysis
- CVPR 2025From Slow Bidirectional to Fast Autoregressive Video Diffusion Models
- CVPR 2025GEN3C: 3D-Informed World-Consistent Video Generation with Precise Camera Control
- CVPR 2025Generative Inbetweening through Frame-wise Conditions-Driven Video Generation
- CVPR 2025Generative Video Propagation
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。