图像生成论文趋势 2023–2026

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。

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 3 / 16 页

101. CVPR 2023DualVector: Unsupervised Vector Font Synthesis With Dual-Part Representation
102. CVPR 2023Dynamic Graph Enhanced Contrastive Learning for Chest X-Ray Report Generation
103. CVPR 2023DynIBaR: Neural Dynamic Image-Based Rendering
104. CVPR 2023Edge-Aware Regional Message Passing Controller for Image Forgery Localization
105. CVPR 2023EDGE: Editable Dance Generation From Music
106. CVPR 2023EditableNeRF: Editing Topologically Varying Neural Radiance Fields by Key Points
107. CVPR 2023Efficient and Explicit Modelling of Image Hierarchies for Image Restoration
108. CVPR 2023Efficient Frequency Domain-Based Transformers for High-Quality Image Deblurring
109. CVPR 2023Efficient Scale-Invariant Generator With Column-Row Entangled Pixel Synthesis
110. CVPR 2023Enhanced Stable View Synthesis
111. CVPR 2023Equivalent Transformation and Dual Stream Network Construction for Mobile Image Super-Resolution
112. CVPR 2023ERNIE-ViLG 2.0: Improving Text-to-Image Diffusion Model With Knowledge-Enhanced Mixture-of-Denoising-Experts
113. CVPR 2023Evading Forensic Classifiers With Attribute-Conditioned Adversarial Faces
114. CVPR 2023Explaining Image Classifiers With Multiscale Directional Image Representation
115. CVPR 2023Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation
116. CVPR 2023Exploring Intra-Class Variation Factors With Learnable Cluster Prompts for Semi-Supervised Image Synthesis
117. CVPR 2023Fair Federated Medical Image Segmentation via Client Contribution Estimation
118. CVPR 2023Fake It Till You Make It: Learning Transferable Representations From Synthetic ImageNet Clones
119. CVPR 2023Fast Point Cloud Generation With Straight Flows
120. CVPR 2023Feature Representation Learning With Adaptive Displacement Generation and Transformer Fusion for Micro-Expression Recognition
121. CVPR 2023FeatureBooster: Boosting Feature Descriptors With a Lightweight Neural Network
122. CVPR 2023Few-Shot Semantic Image Synthesis With Class Affinity Transfer
123. CVPR 2023FIANCEE: Faster Inference of Adversarial Networks via Conditional Early Exits
124. CVPR 2023Fine-Grained Image-Text Matching by Cross-Modal Hard Aligning Network
125. CVPR 2023FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation
126. CVPR 2023Freestyle Layout-to-Image Synthesis
127. CVPR 2023GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis
128. CVPR 2023GazeNeRF: 3D-Aware Gaze Redirection With Neural Radiance Fields
129. CVPR 2023Generalized Decoding for Pixel, Image, and Language
130. CVPR 2023Generating Aligned Pseudo-Supervision From Non-Aligned Data for Image Restoration in Under-Display Camera
131. CVPR 2023Generative Diffusion Prior for Unified Image Restoration and Enhancement
132. CVPR 2023Geometric Visual Similarity Learning in 3D Medical Image Self-Supervised Pre-Training
133. CVPR 2023GLIGEN: Open-Set Grounded Text-to-Image Generation
134. CVPR 2023Graph Transformer GANs for Graph-Constrained House Generation
135. CVPR 2023Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space
136. CVPR 2023HAAV: Hierarchical Aggregation of Augmented Views for Image Captioning
137. CVPR 2023HandsOff: Labeled Dataset Generation With No Additional Human Annotations
138. CVPR 2023Handwritten Text Generation From Visual Archetypes
139. CVPR 2023Hard Patches Mining for Masked Image Modeling
140. CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
141. CVPR 2023Hi-LASSIE: High-Fidelity Articulated Shape and Skeleton Discovery From Sparse Image Ensemble
142. CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
143. CVPR 2023High-Fidelity 3D Face Generation From Natural Language Descriptions
144. CVPR 2023High-Fidelity and Freely Controllable Talking Head Video Generation
145. CVPR 2023High-Fidelity Clothed Avatar Reconstruction From a Single Image
146. CVPR 2023High-Fidelity Event-Radiance Recovery via Transient Event Frequency
147. CVPR 2023High-Fidelity Generalized Emotional Talking Face Generation With Multi-Modal Emotion Space Learning
148. CVPR 2023High-Fidelity Guided Image Synthesis With Latent Diffusion Models
149. CVPR 2023High-Resolution Image Reconstruction With Latent Diffusion Models From Human Brain Activity
150. CVPR 2023Histopathology Whole Slide Image Analysis With Heterogeneous Graph Representation Learning

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。