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 44 / 46 页
- CVPR 2023Removing Objects From Neural Radiance Fields
- CVPR 2023RenderDiffusion: Image Diffusion for 3D Reconstruction, Inpainting and Generation
- CVPR 2023Reproducible Scaling Laws for Contrastive Language-Image Learning
- CVPR 2023Rethinking Image Super Resolution From Long-Tailed Distribution Learning Perspective
- CVPR 2023Rethinking Out-of-Distribution (OOD) Detection: Masked Image Modeling Is All You Need
- CVPR 2023Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning
- CVPR 2023Revealing the Dark Secrets of Masked Image Modeling
- CVPR 2023Revisiting Self-Similarity: Structural Embedding for Image Retrieval
- CVPR 2023Revisiting Temporal Modeling for CLIP-Based Image-to-Video Knowledge Transferring
- CVPR 2023RIATIG: Reliable and Imperceptible Adversarial Text-to-Image Generation With Natural Prompts
- CVPR 2023RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors
- CVPR 2023Robot Structure Prior Guided Temporal Attention for Camera-to-Robot Pose Estimation From Image Sequence
- CVPR 2023Robust Single Image Reflection Removal Against Adversarial Attacks
- CVPR 2023Robust Unsupervised StyleGAN Image Restoration
- CVPR 2023RobustNeRF: Ignoring Distractors With Robust Losses
- CVPR 2023Role of Transients in Two-Bounce Non-Line-of-Sight Imaging
- CVPR 2023RWSC-Fusion: Region-Wise Style-Controlled Fusion Network for the Prohibited X-Ray Security Image Synthesis
- CVPR 2023SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation
- CVPR 2023Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models
- CVPR 2023Scaling Language-Image Pre-Training via Masking
- CVPR 2023Scaling Up GANs for Text-to-Image Synthesis
- CVPR 2023SceneComposer: Any-Level Semantic Image Synthesis
- CVPR 2023Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generation
- CVPR 2023SDFusion: Multimodal 3D Shape Completion, Reconstruction, and Generation
- CVPR 2023SeaThru-NeRF: Neural Radiance Fields in Scattering Media
- CVPR 2023Seeing a Rose in Five Thousand Ways
- CVPR 2023Seeing What You Said: Talking Face Generation Guided by a Lip Reading Expert
- CVPR 2023Self-Guided Diffusion Models
- CVPR 2023Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss
- CVPR 2023Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring
- CVPR 2023Semantic-Conditional Diffusion Networks for Image Captioning
- CVPR 2023Semi-Supervised Parametric Real-World Image Harmonization
- CVPR 2023ShadowNeuS: Neural SDF Reconstruction by Shadow Ray Supervision
- CVPR 2023Shape, Pose, and Appearance From a Single Image via Bootstrapped Radiance Field Inversion
- CVPR 2023Shifted Diffusion for Text-to-Image Generation
- CVPR 2023Siamese Image Modeling for Self-Supervised Vision Representation Learning
- CVPR 2023SIEDOB: Semantic Image Editing by Disentangling Object and Background
- CVPR 2023SIM: Semantic-Aware Instance Mask Generation for Box-Supervised Instance Segmentation
- CVPR 2023SimpleNet: A Simple Network for Image Anomaly Detection and Localization
- CVPR 2023SINE: Semantic-Driven Image-Based NeRF Editing With Prior-Guided Editing Field
- CVPR 2023SINE: SINgle Image Editing With Text-to-Image Diffusion Models
- CVPR 2023Single Image Backdoor Inversion via Robust Smoothed Classifiers
- CVPR 2023Single Image Depth Prediction Made Better: A Multivariate Gaussian Take
- CVPR 2023SmallCap: Lightweight Image Captioning Prompted With Retrieval Augmentation
- CVPR 2023SmartBrush: Text and Shape Guided Object Inpainting With Diffusion Model
- CVPR 2023Soft Augmentation for Image Classification
- CVPR 2023SpaText: Spatio-Textual Representation for Controllable Image Generation
- CVPR 2023Spatio-Focal Bidirectional Disparity Estimation From a Dual-Pixel Image
- CVPR 2023Specialist Diffusion: Plug-and-Play Sample-Efficient Fine-Tuning of Text-to-Image Diffusion Models To Learn Any Unseen Style
- CVPR 2023Spectral Bayesian Uncertainty for Image Super-Resolution
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。