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 543 篇，第 3 / 11 页

101. CVPR 2024CustomListener: Text-guided Responsive Interaction for User-friendly Listening Head Generation
102. CVPR 2024CVT-xRF: Contrastive In-Voxel Transformer for 3D Consistent Radiance Fields from Sparse Inputs
103. CVPR 2024D3still: Decoupled Differential Distillation for Asymmetric Image Retrieval
104. CVPR 2024DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations
105. CVPR 2024Deep Equilibrium Diffusion Restoration with Parallel Sampling
106. CVPR 2024Deep Generative Model based Rate-Distortion for Image Downscaling Assessment
107. CVPR 2024Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumption
108. CVPR 2024Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization
109. CVPR 2024DemoCaricature: Democratising Caricature Generation with a Rough Sketch
110. CVPR 2024DemoFusion: Democratising High-Resolution Image Generation With No $$$
111. CVPR 2024Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing
112. CVPR 2024Describing Differences in Image Sets with Natural Language
113. CVPR 2024Desigen: A Pipeline for Controllable Design Template Generation
114. CVPR 2024Design2Cloth: 3D Cloth Generation from 2D Masks
115. CVPR 2024DetDiffusion: Synergizing Generative and Perceptive Models for Enhanced Data Generation and Perception
116. CVPR 2024DIEM: Decomposition-Integration Enhancing Multimodal Insights
117. CVPR 2024DiffAgent: Fast and Accurate Text-to-Image API Selection with Large Language Model
118. CVPR 2024DiffEditor: Boosting Accuracy and Flexibility on Diffusion-based Image Editing
119. CVPR 2024DiffForensics: Leveraging Diffusion Prior to Image Forgery Detection and Localization
120. CVPR 2024DiffInDScene: Diffusion-based High-Quality 3D Indoor Scene Generation
121. CVPR 2024DiffMorpher: Unleashing the Capability of Diffusion Models for Image Morphing
122. CVPR 2024DiffSHEG: A Diffusion-Based Approach for Real-Time Speech-driven Holistic 3D Expression and Gesture Generation
123. CVPR 2024DiffuseMix: Label-Preserving Data Augmentation with Diffusion Models
124. CVPR 2024Diffusion Models Without Attention
125. CVPR 2024Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectance
126. CVPR 2024Diffusion Time-step Curriculum for One Image to 3D Generation
127. CVPR 2024Diffusion-based Blind Text Image Super-Resolution
128. CVPR 2024Diffusion-driven GAN Inversion for Multi-Modal Face Image Generation
129. CVPR 2024DiffusionGAN3D: Boosting Text-guided 3D Generation and Domain Adaptation by Combining 3D GANs and Diffusion Priors
130. CVPR 2024DIRECT-3D: Learning Direct Text-to-3D Generation on Massive Noisy 3D Data
131. CVPR 2024Direct2.5: Diverse Text-to-3D Generation via Multi-view 2.5D Diffusion
132. CVPR 2024DisCo: Disentangled Control for Realistic Human Dance Generation
133. CVPR 2024Discover and Mitigate Multiple Biased Subgroups in Image Classifiers
134. CVPR 2024Discriminative Probing and Tuning for Text-to-Image Generation
135. CVPR 2024Distilling ODE Solvers of Diffusion Models into Smaller Steps
136. CVPR 2024Distilling Semantic Priors from SAM to Efficient Image Restoration Models
137. CVPR 2024Distraction is All You Need: Memory-Efficient Image Immunization against Diffusion-Based Image Editing
138. CVPR 2024Diversified and Personalized Multi-rater Medical Image Segmentation
139. CVPR 2024DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks
140. CVPR 2024Don't Look into the Dark: Latent Codes for Pluralistic Image Inpainting
141. CVPR 2024Doubly Abductive Counterfactual Inference for Text-based Image Editing
142. CVPR 2024DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editing
143. CVPR 2024DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffusion Models
144. CVPR 2024DreamComposer: Controllable 3D Object Generation via Multi-View Conditions
145. CVPR 2024DreamControl: Control-Based Text-to-3D Generation with 3D Self-Prior
146. CVPR 2024DreamMatcher: Appearance Matching Self-Attention for Semantically-Consistent Text-to-Image Personalization
147. CVPR 2024DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling
148. CVPR 2024DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation
149. CVPR 2024DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation
150. CVPR 2024DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer

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。