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 780 篇，第 6 / 16 页
- CVPR 2023Omni Aggregation Networks for Lightweight Image Super-Resolution
- CVPR 2023OmniAvatar: Geometry-Guided Controllable 3D Head Synthesis
- CVPR 2023OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation
- CVPR 2023On Data Scaling in Masked Image Modeling
- CVPR 2023On Distillation of Guided Diffusion Models
- CVPR 2023One-Shot High-Fidelity Talking-Head Synthesis With Deformable Neural Radiance Field
- CVPR 2023OneFormer: One Transformer To Rule Universal Image Segmentation
- CVPR 2023OPE-SR: Orthogonal Position Encoding for Designing a Parameter-Free Upsampling Module in Arbitrary-Scale Image Super-Resolution
- CVPR 2023Open-Vocabulary Panoptic Segmentation With Text-to-Image Diffusion Models
- CVPR 2023ORCa: Glossy Objects As Radiance-Field Cameras
- CVPR 2023Orthogonal Annotation Benefits Barely-Supervised Medical Image Segmentation
- CVPR 2023OSRT: Omnidirectional Image Super-Resolution With Distortion-Aware Transformer
- CVPR 2023Paint by Example: Exemplar-Based Image Editing With Diffusion Models
- CVPR 2023Painting 3D Nature in 2D: View Synthesis of Natural Scenes From a Single Semantic Mask
- CVPR 2023PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg
- CVPR 2023Parallel Diffusion Models of Operator and Image for Blind Inverse Problems
- CVPR 2023Patch-Based 3D Natural Scene Generation From a Single Example
- CVPR 2023Patch-Craft Self-Supervised Training for Correlated Image Denoising
- CVPR 2023PC2: Projection-Conditioned Point Cloud Diffusion for Single-Image 3D Reconstruction
- CVPR 2023PCT-Net: Full Resolution Image Harmonization Using Pixel-Wise Color Transformations
- CVPR 2023PEFAT: Boosting Semi-Supervised Medical Image Classification via Pseudo-Loss Estimation and Feature Adversarial Training
- CVPR 2023Perception-Oriented Single Image Super-Resolution Using Optimal Objective Estimation
- CVPR 2023Person Image Synthesis via Denoising Diffusion Model
- CVPR 2023Perspective Fields for Single Image Camera Calibration
- CVPR 2023Pic2Word: Mapping Pictures to Words for Zero-Shot Composed Image Retrieval
- CVPR 2023Picture That Sketch: Photorealistic Image Generation From Abstract Sketches
- CVPR 2023PIP-Net: Patch-Based Intuitive Prototypes for Interpretable Image Classification
- CVPR 2023PixHt-Lab: Pixel Height Based Light Effect Generation for Image Compositing
- CVPR 2023Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation
- CVPR 2023PMatch: Paired Masked Image Modeling for Dense Geometric Matching
- CVPR 2023Polarized Color Image Denoising
- CVPR 2023PolyFormer: Referring Image Segmentation As Sequential Polygon Generation
- CVPR 2023Positive-Augmented Contrastive Learning for Image and Video Captioning Evaluation
- CVPR 2023PREIM3D: 3D Consistent Precise Image Attribute Editing From a Single Image
- CVPR 2023PRISE: Demystifying Deep Lucas-Kanade With Strongly Star-Convex Constraints for Multimodel Image Alignment
- CVPR 2023Private Image Generation With Dual-Purpose Auxiliary Classifier
- CVPR 2023Prototype-Based Embedding Network for Scene Graph Generation
- CVPR 2023Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation
- CVPR 2023Quality-Aware Pre-Trained Models for Blind Image Quality Assessment
- CVPR 2023QuantArt: Quantizing Image Style Transfer Towards High Visual Fidelity
- CVPR 2023Quantitative Manipulation of Custom Attributes on 3D-Aware Image Synthesis
- CVPR 2023Quantum-Inspired Spectral-Spatial Pyramid Network for Hyperspectral Image Classification
- CVPR 2023RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training
- CVPR 2023Raw Image Reconstruction With Learned Compact Metadata
- CVPR 2023Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild
- CVPR 2023Real-Time 6K Image Rescaling With Rate-Distortion Optimization
- CVPR 2023Real-Time Controllable Denoising for Image and Video
- CVPR 2023RealFusion: 360deg Reconstruction of Any Object From a Single Image
- CVPR 2023Realistic Saliency Guided Image Enhancement
- CVPR 2023ReCo: Region-Controlled Text-to-Image 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。