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 418 篇，第 2 / 9 页

51. CVPR 2023Collaborative Diffusion for Multi-Modal Face Generation and Editing
52. CVPR 2023Complete 3D Human Reconstruction From a Single Incomplete Image
53. CVPR 2023Comprehensive and Delicate: An Efficient Transformer for Image Restoration
54. CVPR 2023Computational Flash Photography Through Intrinsics
55. CVPR 2023Conditional Image-to-Video Generation With Latent Flow Diffusion Models
56. CVPR 2023Conditional Text Image Generation With Diffusion Models
57. CVPR 2023Context-Aware Pretraining for Efficient Blind Image Decomposition
58. CVPR 2023Context-Based Trit-Plane Coding for Progressive Image Compression
59. CVPR 2023Contrastive Semi-Supervised Learning for Underwater Image Restoration via Reliable Bank
60. CVPR 2023Controllable Mesh Generation Through Sparse Latent Point Diffusion Models
61. CVPR 2023ConZIC: Controllable Zero-Shot Image Captioning by Sampling-Based Polishing
62. CVPR 2023CoralStyleCLIP: Co-Optimized Region and Layer Selection for Image Editing
63. CVPR 2023CR-FIQA: Face Image Quality Assessment by Learning Sample Relative Classifiability
64. CVPR 2023Cross-Domain Image Captioning With Discriminative Finetuning
65. CVPR 2023Cross-Guided Optimization of Radiance Fields With Multi-View Image Super-Resolution for High-Resolution Novel View Synthesis
66. CVPR 2023Cross-Image-Attention for Conditional Embeddings in Deep Metric Learning
67. CVPR 2023Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval
68. CVPR 2023Crossing the Gap: Domain Generalization for Image Captioning
69. CVPR 2023Crowd3D: Towards Hundreds of People Reconstruction From a Single Image
70. CVPR 2023CUDA: Convolution-Based Unlearnable Datasets
71. CVPR 2023Curricular Contrastive Regularization for Physics-Aware Single Image Dehazing
72. CVPR 2023CutMIB: Boosting Light Field Super-Resolution via Multi-View Image Blending
73. CVPR 2023Data-Free Sketch-Based Image Retrieval
74. CVPR 2023DCFace: Synthetic Face Generation With Dual Condition Diffusion Model
75. CVPR 2023Decoupling-and-Aggregating for Image Exposure Correction
76. CVPR 2023Deep Arbitrary-Scale Image Super-Resolution via Scale-Equivariance Pursuit
77. CVPR 2023Deep Depth Estimation From Thermal Image
78. CVPR 2023Deep Random Projector: Accelerated Deep Image Prior
79. CVPR 2023DeepLSD: Line Segment Detection and Refinement With Deep Image Gradients
80. CVPR 2023DeepVecFont-v2: Exploiting Transformers To Synthesize Vector Fonts With Higher Quality
81. CVPR 2023DeltaEdit: Exploring Text-Free Training for Text-Driven Image Manipulation
82. CVPR 2023Depth Estimation From Camera Image and mmWave Radar Point Cloud
83. CVPR 2023Devil's on the Edges: Selective Quad Attention for Scene Graph Generation
84. CVPR 2023DiffCollage: Parallel Generation of Large Content With Diffusion Models
85. CVPR 2023DiffRF: Rendering-Guided 3D Radiance Field Diffusion
86. CVPR 2023Diffusion Probabilistic Model Made Slim
87. CVPR 2023Diffusion-Based Generation, Optimization, and Planning in 3D Scenes
88. CVPR 2023Diffusion-Based Signed Distance Fields for 3D Shape Generation
89. CVPR 2023Dimensionality-Varying Diffusion Process
90. CVPR 2023DINER: Depth-Aware Image-Based NEural Radiance Fields
91. CVPR 2023DINN360: Deformable Invertible Neural Network for Latitude-Aware 360deg Image Rescaling
92. CVPR 2023DisCoScene: Spatially Disentangled Generative Radiance Fields for Controllable 3D-Aware Scene Synthesis
93. CVPR 2023Disentangling Writer and Character Styles for Handwriting Generation
94. CVPR 2023Document Image Shadow Removal Guided by Color-Aware Background
95. CVPR 2023Domain Expansion of Image Generators
96. CVPR 2023DP-NeRF: Deblurred Neural Radiance Field With Physical Scene Priors
97. CVPR 2023DrapeNet: Garment Generation and Self-Supervised Draping
98. CVPR 2023Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models
99. CVPR 2023DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
100. CVPR 2023Dual-Bridging With Adversarial Noise Generation for Domain Adaptive rPPG Estimation

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。