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 199 篇，第 1 / 4 页

1. ICLR 2024A Branching Decoder for Set Generation
2. ICLR 2024A Linear Algebraic Framework for Counterfactual Generation
3. ICLR 2024A Plug-and-Play Image Registration Network
4. ICLR 2024A Simple and Scalable Representation for Graph Generation
5. ICLR 2024A Simple Interpretable Transformer for Fine-Grained Image Classification and Analysis
6. ICLR 2024Accelerating Data Generation for Neural Operators via Krylov Subspace Recycling
7. ICLR 2024Adaptive Self-training Framework for Fine-grained Scene Graph Generation
8. ICLR 2024ADDP: Learning General Representations for Image Recognition and Generation with Alternating Denoising Diffusion Process
9. ICLR 2024Advancing Pose-Guided Image Synthesis with Progressive Conditional Diffusion Models
10. ICLR 2024Adversarial AutoMixup
11. ICLR 2024Adversarial Supervision Makes Layout-to-Image Diffusion Models Thrive
12. ICLR 2024Alt-Text with Context: Improving Accessibility for Images on Twitter
13. ICLR 2024An Analytical Solution to Gauss-Newton Loss for Direct Image Alignment
14. ICLR 2024An Image Is Worth 1000 Lies: Transferability of Adversarial Images across Prompts on Vision-Language Models
15. ICLR 2024AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning
16. ICLR 2024AnyText: Multilingual Visual Text Generation and Editing
17. ICLR 2024Are Bert Family Good Instruction Followers? A Study on Their Potential And Limitations
18. ICLR 2024AuG-KD: Anchor-Based Mixup Generation for Out-of-Domain Knowledge Distillation
19. ICLR 2024AutomaTikZ: Text-Guided Synthesis of Scientific Vector Graphics with TikZ
20. ICLR 2024Bootstrapping Variational Information Pursuit with Large Language and Vision Models for Interpretable Image Classification
21. ICLR 2024Brain decoding: toward real-time reconstruction of visual perception
22. ICLR 2024BrainSCUBA: Fine-Grained Natural Language Captions of Visual Cortex Selectivity
23. ICLR 2024Branch-GAN: Improving Text Generation with (not so) Large Language Models
24. ICLR 2024CAS: A Probability-Based Approach for Universal Condition Alignment Score
25. ICLR 2024Channel Vision Transformers: An Image Is Worth 1 x 16 x 16 Words
26. ICLR 2024Circumventing Concept Erasure Methods For Text-To-Image Generative Models
27. ICLR 2024CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?
28. ICLR 2024Closing the Curious Case of Neural Text Degeneration
29. ICLR 2024CoBIT: A Contrastive Bi-directional Image-Text Generation Model
30. ICLR 2024COLLIE: Systematic Construction of Constrained Text Generation Tasks
31. ICLR 2024Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image Synthesis
32. ICLR 2024Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization
33. ICLR 2024Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models
34. ICLR 2024Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal Data
35. ICLR 2024Consistent4D: Consistent 360° Dynamic Object Generation from Monocular Video
36. ICLR 2024ContextRef: Evaluating Referenceless Metrics for Image Description Generation
37. ICLR 2024Continuous-Multiple Image Outpainting in One-Step via Positional Query and A Diffusion-based Approach
38. ICLR 2024Controlled Text Generation via Language Model Arithmetic
39. ICLR 2024ControlVideo: Training-free Controllable Text-to-video Generation
40. ICLR 2024CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping
41. ICLR 2024Cross-Modal Contextualized Diffusion Models for Text-Guided Visual Generation and Editing
42. ICLR 2024Data Filtering Networks
43. ICLR 2024Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation
44. ICLR 2024Demystifying CLIP Data
45. ICLR 2024Denoising Diffusion via Image-Based Rendering
46. ICLR 2024Detecting, Explaining, and Mitigating Memorization in Diffusion Models
47. ICLR 2024DIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models
48. ICLR 2024DiffAR: Denoising Diffusion Autoregressive Model for Raw Speech Waveform Generation
49. ICLR 2024DiffEnc: Variational Diffusion with a Learned Encoder
50. ICLR 2024Diffusion in Diffusion: Cyclic One-Way Diffusion for Text-Vision-Conditioned 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。