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 2 / 11 页

51. CVPR 2024C3Net: Compound Conditioned ControlNet for Multimodal Content Generation
52. CVPR 2024Cache Me if You Can: Accelerating Diffusion Models through Block Caching
53. CVPR 2024CAD: Photorealistic 3D Generation via Adversarial Distillation
54. CVPR 2024CAGE: Controllable Articulation GEneration
55. CVPR 2024CAMixerSR: Only Details Need More "Attention"
56. CVPR 2024CapHuman: Capture Your Moments in Parallel Universes
57. CVPR 2024CapsFusion: Rethinking Image-Text Data at Scale
58. CVPR 2024CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model
59. CVPR 2024Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models
60. CVPR 2024CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-Resolution
61. CVPR 2024CFAT: Unleashing Triangular Windows for Image Super-resolution
62. CVPR 2024CG-HOI: Contact-Guided 3D Human-Object Interaction Generation
63. CVPR 2024CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
64. CVPR 2024Characteristics Matching Based Hash Codes Generation for Efficient Fine-grained Image Retrieval
65. CVPR 2024Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding
66. CVPR 2024Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation
67. CVPR 2024Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
68. CVPR 2024CLIB-FIQA: Face Image Quality Assessment with Confidence Calibration
69. CVPR 2024CLIP-Driven Open-Vocabulary 3D Scene Graph Generation via Cross-Modality Contrastive Learning
70. CVPR 2024CLIPtone: Unsupervised Learning for Text-based Image Tone Adjustment
71. CVPR 2024Clockwork Diffusion: Efficient Generation With Model-Step Distillation
72. CVPR 2024Clustering Propagation for Universal Medical Image Segmentation
73. CVPR 2024Coarse-to-Fine Latent Diffusion for Pose-Guided Person Image Synthesis
74. CVPR 2024CoDe: An Explicit Content Decoupling Framework for Image Restoration
75. CVPR 2024Codebook Transfer with Part-of-Speech for Vector-Quantized Image Modeling
76. CVPR 2024CoDi-2: In-Context Interleaved and Interactive Any-to-Any Generation
77. CVPR 2024CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation
78. CVPR 2024Color Shift Estimation-and-Correction for Image Enhancement
79. CVPR 2024Composing Object Relations and Attributes for Image-Text Matching
80. CVPR 2024Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models
81. CVPR 2024Condition-Aware Neural Network for Controlled Image Generation
82. CVPR 2024CONFORM: Contrast is All You Need for High-Fidelity Text-to-Image Diffusion Models
83. CVPR 2024Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior
84. CVPR 2024Constrained Layout Generation with Factor Graphs
85. CVPR 2024Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation
86. CVPR 2024ConTex-Human: Free-View Rendering of Human from a Single Image with Texture-Consistent Synthesis
87. CVPR 2024Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real World
88. CVPR 2024ControlRoom3D: Room Generation using Semantic Proxy Rooms
89. CVPR 2024CoralSCOP: Segment any COral Image on this Planet
90. CVPR 2024CORE-MPI: Consistency Object Removal with Embedding MultiPlane Image
91. CVPR 2024Correcting Diffusion Generation through Resampling
92. CVPR 2024Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration
93. CVPR 2024CoSeR: Bridging Image and Language for Cognitive Super-Resolution
94. CVPR 2024CosmicMan: A Text-to-Image Foundation Model for Humans
95. CVPR 2024Countering Personalized Text-to-Image Generation with Influence Watermarks
96. CVPR 2024CPR: Retrieval Augmented Generation for Copyright Protection
97. CVPR 2024CricaVPR: Cross-image Correlation-aware Representation Learning for Visual Place Recognition
98. CVPR 2024Cross Initialization for Face Personalization of Text-to-Image Models
99. CVPR 2024Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation
100. CVPR 2024Customization Assistant for Text-to-Image 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。