图像生成论文趋势 2023–2026
文生图与图像合成
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,184 篇被归入该主题的论文。
主要结论
- 图像生成论文从 2023 年的 780 篇增长到 2026 年的 1,721 篇，三年间扩大到约 2.2 倍。
- CVPR 是发图像生成论文最多的会议，2023–2026 年共 2,262 篇，占四个会议总量的 44%。
- 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 35 篇增至 2026 年的 150 篇。
- 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的视频理解是 2.6 倍，图像生成是 2.2 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 170 | 118 | 74 | 418 | 780 |
| 2024 | 318 | 199 | 156 | 543 | 1,216 |
| 2025 | 430 | 278 | 147 | 612 | 1,467 |
| 2026 | 453 | 349 | 230 | 689 | 1,721 |
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 2026$\texttt{bispectrum}$: Selective $G$-Bispectra Made Practical
- ICML 2026Klein Hyperbolic Metric Learning
- ICLR 2026A Bayesian Nonparametric Framework for Private, Fair, and Balanced Tabular Data Synthesis
- CVPR 2026Adaptive Learned Image Compression with Graph Neural Networks
- NeurIPS 2025Alchemist: Turning Public Text-to-Image Data into Generative Gold
- ICML 2025BiMark: Unbiased Multilayer Watermarking for Large Language Models
- ICLR 2025Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding
- CVPR 2025A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition
- NeurIPS 2024Einsum Benchmark: Enabling the Development of Next-Generation Tensor Execution Engines
- ICML 2024Adaptive Feature Selection for No-Reference Image Quality Assessment by Mitigating Semantic Noise Sensitivity
- ICLR 2024AutomaTikZ: Text-Guided Synthesis of Scientific Vector Graphics with TikZ
- CVPR 2024DemoCaricature: Democratising Caricature Generation with a Rough Sketch
- NeurIPS 20234D Panoptic Scene Graph Generation
- ICML 2023Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
- ICLR 2023Accurate Image Restoration with Attention Retractable Transformer
- CVPR 20233D GAN Inversion With Facial Symmetry Prior
- NeurIPS 2026A Theory of Time-Sensitive Language Generation: Sparse Hallucination Beats Mode Collapse
- ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
- ICLR 2026All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning
- CVPR 2026AIMDepth Asymmetric Image-Event Mamba for Monocular Depth Estimation
全部图像生成论文
共 2,262 篇，第 12 / 46 页
- CVPR 2026ShadowDraw From Any Object to Shadow-Drawing Compositional Art
- CVPR 2026ShapeAR Generating Editable Shape Layers via Autoregressive Diffusion
- CVPR 2026ShapeR Robust Conditional 3D Shape Generation from Casual Captures
- CVPR 2026ShiftLUT Spatial Shift Enhanced Look-Up Tables for Efficient Image Restoration
- CVPR 2026SIGMA Selective-Interleaved Generation with Multi-Attribute Tokens
- CVPR 2026Simple-ViLMedSAM Simple Text Prompts Meet Vision-Language Models for Medical Image
- CVPR 2026SIMPLEPOSTER A SIMPLE BASELINE FOR PRODUCT POSTER GENERATION
- CVPR 2026SIR Structured Image Representations for Explainable Robot Learning
- CVPR 2026SJD-PAC Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive
- CVPR 2026Sketch2CT Multimodal Diffusion for Structure-Aware 3D Medical Volume Generation
- CVPR 2026SketchFaceGS Real-Time Sketch-Driven Face Editing and Generation with Gaussian Splatting
- CVPR 2026SliderEdit Continuous Image Editing with Fine-Grained Instruction Control
- CVPR 2026SLVMEval Synthetic Meta Evaluation Benchmark for Text-to-Long Video Generation
- CVPR 2026SMRABooth Subject and Motion Representation Alignment for Customized Video Generation
- CVPR 2026SounDiT Geo-Contextual Soundscape-to-Landscape Generation
- CVPR 2026Sparse-LaViDa Sparse Multimodal Discrete Diffusion Language Models
- CVPR 2026Spherical Leech Quantization for Visual Tokenization and Generation
- CVPR 2026StableMaterials Enhancing Diversity in Material Generation via Semi-Supervised Learning
- CVPR 2026STAGE Storyboard-Anchored Generation for Cinematic Multi-shot Narrative
- CVPR 2026Stand-In A Lightweight and Plug-and-Play Identity Control for Video Generation
- CVPR 2026Stereo World Model Camera-Guided Stereo Video Generation
- CVPR 2026StereoWorld Geometry-Aware Monocular-to-Stereo Video Generation
- CVPR 2026StreamDiT Real-Time Streaming Text-to-Video Generation
- CVPR 2026StyleDoctor Towards Specialist Reward Model for Style-centric Generation Tasks
- CVPR 2026StyleGallery Training-free and Semantic-aware Personalized Style Transfer from Arbitrary Image
- CVPR 2026StyleTextGen Style-Conditioned Multilingual Scene Text Generation
- CVPR 2026Suppressing Non-Semantic Noise in Masked Image Modeling Representations
- CVPR 2026SURF Signature-Retained Fast Video Generation
- CVPR 2026SwiftTailor Efficient 3D Garment Generation with Geometry Image Representation
- CVPR 2026SwitchCraft Training-Free Multi-Event Video Generation with Attention Controls
- CVPR 2026SyncDreamer Controllable and Expressive Avatar Generation Beyond the Talking Head
- CVPR 2026SynCLIP Synonym-Coherent Language-Image Pretraining for Robust Open-Vocabulary Dense Perception
- CVPR 2026Synthetic Curriculum Reinforces Compositional Text-to-Image Generation
- CVPR 2026SynthRGB-T Language-Vision Guided Image Translation for Diversity Synthesis
- CVPR 2026Taming Video Models for 3D and 4D Generation via Zero-Shot
- CVPR 2026Task-Oriented Data Synthesis and Control-Rectify Sampling for Remote Sensing Semantic
- CVPR 2026Tea-Adapter Teacher Adapter for Efficient Conditional Generation
- CVPR 2026Tell Model Where to Look Mitigating Hallucinations in MLLMs by
- CVPR 2026TempoMaster Efficient Long Video Generation via Next-Frame-Rate Prediction
- CVPR 2026Temporal Equilibrium MeanFlow Bridging the Scale Gap for One-Step Generation
- CVPR 2026Test-Time Alignment of Text-to-Image Diffusion Models via Null-Text Embedding Optimisation
- CVPR 2026Text-Driven 3D Hand Motion Generation from Sign Language Data
- CVPR 2026Text-Image Conditioned 3D Generation
- CVPR 2026Text-Phase Synergy Network with Dual Priors for Unsupervised Cross-Domain Image
- CVPR 2026Text-Printed Image Bridging the Image-Text Modality Gap for Text-centric Training
- CVPR 2026TextPecker Rewarding Structural Anomaly Quantification for Enhancing Visual Text Rendering
- CVPR 2026TEXTRIX Latent Attribute Grid for Native Texture Generation and Beyond
- CVPR 2026TGT Text-Grounded Trajectories for Locally Controlled Video Generation
- CVPR 2026The Consistency Critic Correcting Inconsistencies in Generated Images via Reference-Guided
- CVPR 2026The Devil is in Attention Sharing Improving Complex Non-rigid Image
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 查图像生成在 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": "image-generation"}
常见问题
- 2023–2026 年四大会议一共有多少篇图像生成论文？
- 共 5,184 篇，按年份分别是 2023 年 780 篇、2024 年 1,216 篇、2025 年 1,467 篇、2026 年 1,721 篇。
- NeurIPS 2026 有多少篇图像生成论文？
- NeurIPS 2026 有 453 篇图像生成论文，上一届是 430 篇。
- ICLR 2026 有多少篇图像生成论文？
- ICLR 2026 有 349 篇图像生成论文，上一届是 278 篇。
- ICML 2026 有多少篇图像生成论文？
- ICML 2026 有 230 篇图像生成论文，上一届是 147 篇。
- CVPR 2026 有多少篇图像生成论文？
- CVPR 2026 有 689 篇图像生成论文，上一届是 612 篇。
- 哪个会议的图像生成论文最多？
- CVPR，2023–2026 年共 2,262 篇。