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 1,467 篇，第 3 / 30 页

101. CVPR 2025ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation
102. CVPR 2025Conditional Balance: Improving Multi-Conditioning Trade-Offs in Image Generation
103. CVPR 2025Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation
104. CVPR 2025Consistency Posterior Sampling for Diverse Image Synthesis
105. CVPR 2025Consistent and Controllable Image Animation with Motion Diffusion Models
106. CVPR 2025ConText-CIR: Learning from Concepts in Text for Composed Image Retrieval
107. CVPR 2025Continuous Locomotive Crowd Behavior Generation
108. CVPR 2025Controllable Human Image Generation with Personalized Multi-Garments
109. CVPR 2025Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation
110. CVPR 2025CoSER: Towards Consistent Dense Multiview Text-to-Image Generator for 3D Creation
111. CVPR 2025CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology
112. CVPR 2025CraftsMan3D: High-fidelity Mesh Generation with 3D Native Diffusion and Interactive Geometry Refiner
113. CVPR 2025Cropper: Vision-Language Model for Image Cropping through In-Context Learning
114. CVPR 2025Cross-Rejective Open-Set SAR Image Registration
115. CVPR 2025CSC-PA: Cross-image Semantic Correlation via Prototype Attentions for Single-network Semi-supervised Breast Tumor Segmentation
116. CVPR 2025CustAny: Customizing Anything from A Single Example
117. CVPR 2025CXPMRG-Bench: Pre-training and Benchmarking for X-ray Medical Report Generation on CheXpert Plus Dataset
118. CVPR 2025D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
119. CVPR 2025DAGSM: Disentangled Avatar Generation with GS-enhanced Mesh
120. CVPR 2025DarkIR: Robust Low-Light Image Restoration
121. CVPR 2025DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report Generation
122. CVPR 2025Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales
123. CVPR 2025DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion
124. CVPR 2025DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image
125. CVPR 2025Decouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
126. CVPR 2025Decoupling Training-Free Guided Diffusion by ADMM
127. CVPR 2025DefectFill: Realistic Defect Generation with Inpainting Diffusion Model for Visual Inspection
128. CVPR 2025DeformCL: Learning Deformable Centerline Representation for Vessel Extraction in 3D Medical Image
129. CVPR 2025Degradation-Aware Feature Perturbation for All-in-One Image Restoration
130. CVPR 2025Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI
131. CVPR 2025DesignDiffusion: High-Quality Text-to-Design Image Generation with Diffusion Models
132. CVPR 2025Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization
133. CVPR 2025Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual Approximators
134. CVPR 2025Devil is in the Detail: Towards Injecting Fine Details of Image Prompt in Image Generation via Conflict-free Guidance and Stratified Attention
135. CVPR 2025DI-PCG: Diffusion-based Efficient Inverse Procedural Content Generation for High-quality 3D Asset Creation
136. CVPR 2025Diff-Palm: Realistic Palmprint Generation with Polynomial Creases and Intra-Class Variation Controllable Diffusion Models
137. CVPR 2025Difference Inversion: Interpolate and Isolate the Difference with Token Consistency for Image Analogy Generation
138. CVPR 2025Differentiable Inverse Rendering with Interpretable Basis BRDFs
139. CVPR 2025DiffFNO: Diffusion Fourier Neural Operator
140. CVPR 2025DiffLocks: Generating 3D Hair from a Single Image using Diffusion Models
141. CVPR 2025DiffPortrait360: Consistent Portrait Diffusion for 360 View Synthesis
142. CVPR 2025Diffusion Bridge: Leveraging Diffusion Model to Reduce the Modality Gap Between Text and Vision for Zero-Shot Image Captioning
143. CVPR 2025Diffusion Model is Effectively Its Own Teacher
144. CVPR 2025Diffusion Self-Distillation for Zero-Shot Customized Image Generation
145. CVPR 2025Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models
146. CVPR 2025Diffusion-based Event Generation for High-Quality Image Deblurring
147. CVPR 2025DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-Resolution
148. CVPR 2025DIFIX3D+: Improving 3D Reconstructions with Single-Step Diffusion Models
149. CVPR 2025DINOv2 Meets Text: A Unified Framework for Image- and Pixel-Level Vision-Language Alignment
150. CVPR 2025DirectTriGS: Triplane-based Gaussian Splatting Field Representation for 3D 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。