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 5,184 篇，第 91 / 104 页
- CVPR 2023DrapeNet: Garment Generation and Self-Supervised Draping
- CVPR 2023Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models
- CVPR 2023DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
- CVPR 2023Dual-Bridging With Adversarial Noise Generation for Domain Adaptive rPPG Estimation
- CVPR 2023DualVector: Unsupervised Vector Font Synthesis With Dual-Part Representation
- CVPR 2023Dynamic Graph Enhanced Contrastive Learning for Chest X-Ray Report Generation
- CVPR 2023DynIBaR: Neural Dynamic Image-Based Rendering
- CVPR 2023Edge-Aware Regional Message Passing Controller for Image Forgery Localization
- CVPR 2023EDGE: Editable Dance Generation From Music
- CVPR 2023EditableNeRF: Editing Topologically Varying Neural Radiance Fields by Key Points
- CVPR 2023Efficient and Explicit Modelling of Image Hierarchies for Image Restoration
- CVPR 2023Efficient Frequency Domain-Based Transformers for High-Quality Image Deblurring
- CVPR 2023Efficient Scale-Invariant Generator With Column-Row Entangled Pixel Synthesis
- CVPR 2023Enhanced Stable View Synthesis
- CVPR 2023Equivalent Transformation and Dual Stream Network Construction for Mobile Image Super-Resolution
- CVPR 2023ERNIE-ViLG 2.0: Improving Text-to-Image Diffusion Model With Knowledge-Enhanced Mixture-of-Denoising-Experts
- CVPR 2023Evading Forensic Classifiers With Attribute-Conditioned Adversarial Faces
- CVPR 2023Explaining Image Classifiers With Multiscale Directional Image Representation
- CVPR 2023Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation
- CVPR 2023Exploring Intra-Class Variation Factors With Learnable Cluster Prompts for Semi-Supervised Image Synthesis
- CVPR 2023Fair Federated Medical Image Segmentation via Client Contribution Estimation
- CVPR 2023Fake It Till You Make It: Learning Transferable Representations From Synthetic ImageNet Clones
- CVPR 2023Fast Point Cloud Generation With Straight Flows
- CVPR 2023Feature Representation Learning With Adaptive Displacement Generation and Transformer Fusion for Micro-Expression Recognition
- CVPR 2023FeatureBooster: Boosting Feature Descriptors With a Lightweight Neural Network
- CVPR 2023Few-Shot Semantic Image Synthesis With Class Affinity Transfer
- CVPR 2023FIANCEE: Faster Inference of Adversarial Networks via Conditional Early Exits
- CVPR 2023Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network
- CVPR 2023FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation
- CVPR 2023Freestyle Layout-to-Image Synthesis
- CVPR 2023GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis
- CVPR 2023GazeNeRF: 3D-Aware Gaze Redirection With Neural Radiance Fields
- CVPR 2023Generalized Decoding for Pixel, Image, and Language
- CVPR 2023Generating Aligned Pseudo-Supervision From Non-Aligned Data for Image Restoration in Under-Display Camera
- CVPR 2023Generative Diffusion Prior for Unified Image Restoration and Enhancement
- CVPR 2023Geometric Visual Similarity Learning in 3D Medical Image Self-Supervised Pre-Training
- CVPR 2023GLIGEN: Open-Set Grounded Text-to-Image Generation
- CVPR 2023Graph Transformer GANs for Graph-Constrained House Generation
- CVPR 2023Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space
- CVPR 2023HAAV: Hierarchical Aggregation of Augmented Views for Image Captioning
- CVPR 2023HandsOff: Labeled Dataset Generation With No Additional Human Annotations
- CVPR 2023Handwritten Text Generation From Visual Archetypes
- CVPR 2023Hard Patches Mining for Masked Image Modeling
- CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
- CVPR 2023Hi-LASSIE: High-Fidelity Articulated Shape and Skeleton Discovery From Sparse Image Ensemble
- CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
- CVPR 2023High-Fidelity 3D Face Generation From Natural Language Descriptions
- CVPR 2023High-Fidelity and Freely Controllable Talking Head Video Generation
- CVPR 2023High-Fidelity Clothed Avatar Reconstruction From a Single Image
- CVPR 2023High-Fidelity Event-Radiance Recovery via Transient Event Frequency
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。