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 170 篇，第 2 / 4 页

51. NeurIPS 2023DreamSparse: Escaping from Plato’s Cave with 2D Diffusion Model Given Sparse Views
52. NeurIPS 2023Efficient Neural Music Generation
53. NeurIPS 2023Emergent Correspondence from Image Diffusion
54. NeurIPS 2023Energy-Based Cross Attention for Bayesian Context Update in Text-to-Image Diffusion Models
55. NeurIPS 2023Enhancing Minority Classes by Mixing: An Adaptative Optimal Transport Approach for Long-tailed Classification
56. NeurIPS 2023FACE: Evaluating Natural Language Generation with Fourier Analysis of Cross-Entropy
57. NeurIPS 2023FaceComposer: A Unified Model for Versatile Facial Content Creation
58. NeurIPS 2023FETV: A Benchmark for Fine-Grained Evaluation of Open-Domain Text-to-Video Generation
59. NeurIPS 2023FGPrompt: Fine-grained Goal Prompting for Image-goal Navigation
60. NeurIPS 2023FineMoGen: Fine-Grained Spatio-Temporal Motion Generation and Editing
61. NeurIPS 2023FORB: A Flat Object Retrieval Benchmark for Universal Image Embedding
62. NeurIPS 2023FouriDown: Factoring Down-Sampling into Shuffling and Superposing
63. NeurIPS 2023Functional-Group-Based Diffusion for Pocket-Specific Molecule Generation and Elaboration
64. NeurIPS 2023GenEval: An object-focused framework for evaluating text-to-image alignment
65. NeurIPS 2023GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization
66. NeurIPS 2023GLOBER: Coherent Non-autoregressive Video Generation via GLOBal Guided Video DecodER
67. NeurIPS 2023GlyphControl: Glyph Conditional Control for Visual Text Generation
68. NeurIPS 2023Greatness in Simplicity: Unified Self-Cycle Consistency for Parser-Free Virtual Try-On
69. NeurIPS 2023HAP: Structure-Aware Masked Image Modeling for Human-Centric Perception
70. NeurIPS 2023Hardware Resilience Properties of Text-Guided Image Classifiers
71. NeurIPS 2023Hierarchical Open-vocabulary Universal Image Segmentation
72. NeurIPS 2023Holistic Evaluation of Text-to-Image Models
73. NeurIPS 2023Idempotent Learned Image Compression with Right-Inverse
74. NeurIPS 2023ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
75. NeurIPS 2023ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification
76. NeurIPS 2023ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation
77. NeurIPS 2023Imagine That! Abstract-to-Intricate Text-to-Image Synthesis with Scene Graph Hallucination Diffusion
78. NeurIPS 2023IMPRESS: Evaluating the Resilience of Imperceptible Perturbations Against Unauthorized Data Usage in Diffusion-Based Generative AI
79. NeurIPS 2023Improving Diffusion-Based Image Synthesis with Context Prediction
80. NeurIPS 2023Inserting Anybody in Diffusion Models via Celeb Basis
81. NeurIPS 2023Is This Loss Informative? Faster Text-to-Image Customization by Tracking Objective Dynamics
82. NeurIPS 2023JourneyDB: A Benchmark for Generative Image Understanding
83. NeurIPS 2023Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment
84. NeurIPS 2023LayoutGPT: Compositional Visual Planning and Generation with Large Language Models
85. NeurIPS 2023Learning Modulated Transformation in GANs
86. NeurIPS 2023Learning Universal Policies via Text-Guided Video Generation
87. NeurIPS 2023Leveraging Early-Stage Robustness in Diffusion Models for Efficient and High-Quality Image Synthesis
88. NeurIPS 2023Lift Yourself Up: Retrieval-augmented Text Generation with Self-Memory
89. NeurIPS 2023LLMScore: Unveiling the Power of Large Language Models in Text-to-Image Synthesis Evaluation
90. NeurIPS 2023LuminAIRe: Illumination-Aware Conditional Image Repainting for Lighting-Realistic Generation
91. NeurIPS 2023M$^{2}$SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
92. NeurIPS 2023MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image Editing
93. NeurIPS 2023Michelangelo: Conditional 3D Shape Generation based on Shape-Image-Text Aligned Latent Representation
94. NeurIPS 2023Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context
95. NeurIPS 2023MotionGPT: Human Motion as a Foreign Language
96. NeurIPS 2023Multi-resolution Spectral Coherence for Graph Generation with Score-based Diffusion
97. NeurIPS 2023MultiFusion: Fusing Pre-Trained Models for Multi-Lingual, Multi-Modal Image Generation
98. NeurIPS 2023Multimodal C4: An Open, Billion-scale Corpus of Images Interleaved with Text
99. NeurIPS 2023MVDiffusion: Enabling Holistic Multi-view Image Generation with Correspondence-Aware Diffusion
100. NeurIPS 2023NAVI: Category-Agnostic Image Collections with High-Quality 3D Shape and Pose Annotations

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。