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 612 篇，第 1 / 13 页

1. CVPR 20253D-HGS: 3D Half-Gaussian Splatting
2. CVPR 20254D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models
3. CVPR 2025A Bias-Free Training Paradigm for More General AI-generated Image Detection
4. CVPR 2025A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation
5. CVPR 2025A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition
6. CVPR 2025A Regularization-Guided Equivariant Approach for Image Restoration
7. CVPR 2025A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation
8. CVPR 2025A Unified Image-Dense Annotation Generation Model for Underwater Scenes
9. CVPR 2025A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts
10. CVPR 2025ABBSPO: Adaptive Bounding Box Scaling and Symmetric Prior based Orientation Prediction for Detecting Aerial Image Objects
11. CVPR 2025Acc3D: Accelerating Single Image to 3D Diffusion Models via Edge Consistency Guided Score Distillation
12. CVPR 2025Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition
13. CVPR 2025ACE: Anti-Editing Concept Erasure in Text-to-Image Models
14. CVPR 2025ACL: Activating Capability of Linear Attention for Image Restoration
15. CVPR 2025Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration
16. CVPR 2025Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration
17. CVPR 2025Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution
18. CVPR 2025Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
19. CVPR 2025ADD: Attribution-Driven Data Augmentation Framework for Boosting Image Super-Resolution
20. CVPR 2025Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks
21. CVPR 2025Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training
22. CVPR 2025Adversarial Diffusion Compression for Real-World Image Super-Resolution
23. CVPR 2025Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization
24. CVPR 2025AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
25. CVPR 2025AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM
26. CVPR 2025Alias-Free Latent Diffusion Models: Improving Fractional Shift Equivariance of Diffusion Latent Space
27. CVPR 2025All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising
28. CVPR 2025AMO Sampler: Enhancing Text Rendering with Overshooting
29. CVPR 2025Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion Model
30. CVPR 2025AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction
31. CVPR 2025Animate and Sound an Image
32. CVPR 2025AnimateAnything: Consistent and Controllable Animation for Video Generation
33. CVPR 2025AniMo: Species-Aware Model for Text-Driven Animal Motion Generation
34. CVPR 2025Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation
35. CVPR 2025Any-Resolution AI-Generated Image Detection by Spectral Learning
36. CVPR 2025AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
37. CVPR 2025Apply Hierarchical-Chain-of-Generation to Complex Attributes Text-to-3D Generation
38. CVPR 2025Arbitrary-steps Image Super-resolution via Diffusion Inversion
39. CVPR 2025Arc2Avatar: Generating Expressive 3D Avatars from a Single Image via ID Guidance
40. CVPR 2025ArcPro: Architectural Programs for Structured 3D Abstraction of Sparse Points
41. CVPR 2025Are Images Indistinguishable to Humans Also Indistinguishable to Classifiers?
42. CVPR 2025ARM: Appearance Reconstruction Model for Relightable 3D Generation
43. CVPR 2025ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation
44. CVPR 2025ArtFormer: Controllable Generation of Diverse 3D Articulated Objects
45. CVPR 2025ArtiFade: Learning to Generate High-quality Subject from Blemished Images
46. CVPR 2025ArtiScene: Language-Driven Artistic 3D Scene Generation Through Image Intermediary
47. CVPR 2025Augmenting Perceptual Super-Resolution via Image Quality Predictors
48. CVPR 2025Auto-Encoded Supervision for Perceptual Image Super-Resolution
49. CVPR 2025AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning
50. CVPR 2025AutoPresent: Designing Structured Visuals from Scratch

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。