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 5,184 篇，第 3 / 104 页

101. CVPR 2026ConeSep Cone-based Robust Noise-Unlearning Compositional Network for Composed Image Retrieval
102. CVPR 2026ConsID-Gen View-Consistent and Identity-Preserving Image-to-Video Generation
103. CVPR 2026ConsistCompose Unified Multimodal Layout Control for Image Composition
104. CVPR 2026Contrastive Cross-Bag Augmentation for Multiple Instance Learning-based Whole Slide Image
105. CVPR 2026Conversational Image Segmentation Grounding Abstract Concepts with Scalable Supervision
106. CVPR 2026Convexity-Aware Noise Calibration A Self-Supervised Framework for Noise-Level-Unknown Image Denoising
107. CVPR 2026CoordSpeaker Exploiting Gesture Captioning for Coordinated Caption-Empowered Co-Speech Gesture Generation
108. CVPR 2026COT-FM Cluster-wise Optimal Transport Flow Matching
109. CVPR 2026Coupled Diffusion Sampling for Training-Free Multi-View Image Editing
110. CVPR 2026CRAFT-LoRA Content-Style Personalization via Rank-Constrained Adaptation and Training-Free Fusion
111. CVPR 2026CREward A Type-Specific Creativity Reward Model
112. CVPR 2026CRFT Consistent-Recurrent Feature Flow Transformer for Cross-Modal Image Registration
113. CVPR 2026CryoHype Reconstructing a thousand cryo-EM structures with transformer-based hypernetworks
114. CVPR 2026CSF Black-box Fingerprinting via Compositional Semantics for Text-to-Image Models
115. CVPR 2026CTCal Rethinking Text-to-Image Diffusion Models via Cross-Timestep Self-Calibration
116. CVPR 2026CubeComposer Spatio-Temporal Autoregressive 4K 360deg Video Generation from Perspective Video
117. CVPR 2026Cycle-Consistent Tuning for Layered Image Decomposition
118. CVPR 2026D2-FOSA Dual-Diffusion Guided EEG-to-Image Reconstruction with Frequency-Oriented Semantic Alignment
119. CVPR 2026D2Dewarp Dual Dimensions Geometric Representation Learning Based Document Image Dewarping
120. CVPR 2026Data Leakage Detection and De-duplication in Large Scale Geospatial Image
121. CVPR 2026DBMSolver A Training-free Diffusion Bridge Sampler for High-Quality Image-to-Image Translation
122. CVPR 2026DeCo Frequency-Decoupled Pixel Diffusion for End-to-End Image Generation
123. CVPR 2026Decoupling Defense Strategies for Robust Image Watermarking
124. CVPR 2026Degradation-Consistent Test-Time Adaptation for All-in-One Image Restoration
125. CVPR 2026Degradation-Robust Fusion An Efficient Degradation-Aware Diffusion Framework for Multimodal Image
126. CVPR 2026Dehallu3D Hallucination-Mitigated 3D Generation from a Single Image via Cyclic
127. CVPR 2026Delta Rectified Flow Sampling for Text-to-Image Editing
128. CVPR 2026Denoising Fast and Slow Difficulty-Aware Adaptive Sampling for Image Generation
129. CVPR 2026Depth Hypothesis Guided Iterative Refinement for Event-Image Monocular Depth Estimation
130. CVPR 2026DeRVOS Decoupling Consistent Trajectory Generation and Multimodal Understanding for Referring
131. CVPR 2026Design Your Ad Personalized Advertising Image and Text Generation with
132. CVPR 2026Designing Instance-Level Sampling Schedules via REINFORCE with James-Stein Shrinkage
133. CVPR 2026Detect Any AI-Counterfeited Text Image
134. CVPR 2026DextER Language-driven Dexterous Grasp Generation with Embodied Reasoning
135. CVPR 2026Diff4Splat Repurposing Video Diffusion Models for Dynamic Scene Generation
136. CVPR 2026DiffDecompose Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers
137. CVPR 2026Differentiable Laplacian Matrix Guided Superpixel Segmentation
138. CVPR 2026Differentiable Vector Quantization for Rate-Distortion Optimization of Generative Image Compression
139. CVPR 2026DiffGraph An Automated Agent-driven Model Merging Framework for In-the-Wild Text-to-Image
140. CVPR 2026Diffusion Mental Averages
141. CVPR 2026Diffusion Probe Generated Image Result Prediction Using CNN Probes
142. CVPR 2026Diffusion with a Linguistic Compass Steering the Generation of Clinically
143. CVPR 2026Diffusion-Based sRGB Real Noise Generation via Prompt-Driven Noise Representation Learning
144. CVPR 2026DiP Taming Diffusion Models in Pixel Space
145. CVPR 2026Disentangle-then-Align Non-Iterative Hybrid Multimodal Image Registration via Cross-Scale Feature Disentanglement
146. CVPR 2026Disentangled Textual Priors for Diffusion-based Image Super-Resolution
147. CVPR 2026Disentanglement-wise Image Dehazing through Cross-Domain Manifold Consensus
148. CVPR 2026Disentangling to Re-couple Resolving the Similarity-Controllability Paradox in Subject-Driven Text-to-Image
149. CVPR 2026Distributed Image Compression with Multimodal Side Information at Extremely Low
150. CVPR 2026DiT-IC Aligned Diffusion Transformer for Efficient Image Compression

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。