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 118 篇，第 3 / 3 页

101. ICLR 2023Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning
102. ICLR 2023Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation
103. ICLR 2023SketchKnitter: Vectorized Sketch Generation with Diffusion Models
104. ICLR 2023StrucTexTv2: Masked Visual-Textual Prediction for Document Image Pre-training
105. ICLR 2023StyleMorph: Disentangled 3D-Aware Image Synthesis with a 3D Morphable StyleGAN
106. ICLR 2023Tailoring Language Generation Models under Total Variation Distance
107. ICLR 2023That Label's got Style: Handling Label Style Bias for Uncertain Image Segmentation
108. ICLR 2023The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image
109. ICLR 2023This Looks Like It Rather Than That: ProtoKNN For Similarity-Based Classifiers
110. ICLR 2023Towards Smooth Video Composition
111. ICLR 2023Training-Free Structured Diffusion Guidance for Compositional Text-to-Image Synthesis
112. ICLR 2023Unicom: Universal and Compact Representation Learning for Image Retrieval
113. ICLR 2023Unified Detoxifying and Debiasing in Language Generation via Inference-time Adaptive Optimization
114. ICLR 2023Unified Discrete Diffusion for Simultaneous Vision-Language Generation
115. ICLR 2023Unsupervised visualization of image datasets using contrastive learning
116. ICLR 2023VA-DepthNet: A Variational Approach to Single Image Depth Prediction
117. ICLR 2023Verifying the Union of Manifolds Hypothesis for Image Data
118. ICLR 2023Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

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。