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 80 篇,第 1 / 2 页
- CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
- CVPR 20233D Highlighter: Localizing Regions on 3D Shapes via Text Descriptions
- CVPR 20233D Video Loops From Asynchronous Input
- CVPR 2023Align Your Latents: High-Resolution Video Synthesis With Latent Diffusion Models
- CVPR 2023Aligning Step-by-Step Instructional Diagrams to Video Demonstrations
- CVPR 2023All in One: Exploring Unified Video-Language Pre-Training
- CVPR 2023An Empirical Study of End-to-End Video-Language Transformers With Masked Visual Modeling
- CVPR 2023Being Comes From Not-Being: Open-Vocabulary Text-to-Motion Generation With Wordless Training
- CVPR 2023Bidirectional Cross-Modal Knowledge Exploration for Video Recognition With Pre-Trained Vision-Language Models
- CVPR 2023Blind Video Deflickering by Neural Filtering With a Flawed Atlas
- CVPR 2023Boosting Weakly-Supervised Temporal Action Localization With Text Information
- CVPR 2023Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?
- CVPR 2023CelebV-Text: A Large-Scale Facial Text-Video Dataset
- CVPR 2023Clover: Towards a Unified Video-Language Alignment and Fusion Model
- CVPR 2023CNVid-3.5M: Build, Filter, and Pre-Train the Large-Scale Public Chinese Video-Text Dataset
- CVPR 2023Compression-Aware Video Super-Resolution
- CVPR 2023Conditional Text Image Generation With Diffusion Models
- CVPR 2023Consistent Direct Time-of-Flight Video Depth Super-Resolution
- CVPR 2023Deep Stereo Video Inpainting
- CVPR 2023DeepSolo: Let Transformer Decoder With Explicit Points Solo for Text Spotting
- CVPR 2023Diffusion-SDF: Text-To-Shape via Voxelized Diffusion
- CVPR 2023Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering
- CVPR 2023DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
- CVPR 2023Dual Alignment Unsupervised Domain Adaptation for Video-Text Retrieval
- CVPR 2023End-to-End Video Matting With Trimap Propagation
- CVPR 2023EVAL: Explainable Video Anomaly Localization
- CVPR 2023Exploring Discontinuity for Video Frame Interpolation
- CVPR 2023Fine-Grained Audible Video Description
- CVPR 2023Fine-Tuned CLIP Models Are Efficient Video Learners
- CVPR 2023GLIGEN: Open-Set Grounded Text-to-Image Generation
- CVPR 2023Handwritten Text Generation From Visual Archetypes
- CVPR 2023HARP: Personalized Hand Reconstruction From a Monocular RGB Video
- CVPR 2023Hierarchical B-Frame Video Coding Using Two-Layer CANF Without Motion Coding
- CVPR 2023Hierarchical Semantic Correspondence Networks for Video Paragraph Grounding
- CVPR 2023HierVL: Learning Hierarchical Video-Language Embeddings
- CVPR 2023HyperReel: High-Fidelity 6-DoF Video With Ray-Conditioned Sampling
- CVPR 2023InstantAvatar: Learning Avatars From Monocular Video in 60 Seconds
- CVPR 2023Iterative Proposal Refinement for Weakly-Supervised Video Grounding
- CVPR 2023Language-Guided Music Recommendation for Video via Prompt Analogies
- CVPR 2023LAVENDER: Unifying Video-Language Understanding As Masked Language Modeling
- CVPR 2023Learning Event Guided High Dynamic Range Video Reconstruction
- CVPR 2023Learning Video Representations From Large Language Models
- CVPR 2023LightedDepth: Video Depth Estimation in Light of Limited Inference View Angles
- CVPR 2023Mask-Free Video Instance Segmentation
- CVPR 2023MELTR: Meta Loss Transformer for Learning To Fine-Tune Video Foundation Models
- CVPR 2023MoStGAN-V: Video Generation With Temporal Motion Styles
- CVPR 2023MOVES: Manipulated Objects in Video Enable Segmentation
- CVPR 2023Neural Video Compression With Diverse Contexts
- CVPR 2023Non-Contrastive Unsupervised Learning of Physiological Signals From Video
- CVPR 2023Panoptic Video Scene Graph 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。