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 1 / 11 页

1. CVPR 2024360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model
2. CVPR 20243D Face Tracking from 2D Video through Iterative Dense UV to Image Flow
3. CVPR 20243D Facial Expressions through Analysis-by-Neural-Synthesis
4. CVPR 20243D-SceneDreamer: Text-Driven 3D-Consistent Scene Generation
5. CVPR 20243DFIRES: Few Image 3D REconstruction for Scenes with Hidden Surfaces
6. CVPR 20243DGS-Avatar: Animatable Avatars via Deformable 3D Gaussian Splatting
7. CVPR 20244D-fy: Text-to-4D Generation Using Hybrid Score Distillation Sampling
8. CVPR 2024A Bayesian Approach to OOD Robustness in Image Classification
9. CVPR 2024A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution
10. CVPR 2024A Picture is Worth More Than 77 Text Tokens: Evaluating CLIP-Style Models on Dense Captions
11. CVPR 2024A Recipe for Scaling up Text-to-Video Generation with Text-free Videos
12. CVPR 2024A Unified and Interpretable Emotion Representation and Expression Generation
13. CVPR 2024A Unified Approach for Text- and Image-guided 4D Scene Generation
14. CVPR 2024AAMDM: Accelerated Auto-regressive Motion Diffusion Model
15. CVPR 2024Accept the Modality Gap: An Exploration in the Hyperbolic Space
16. CVPR 2024Action Detection via an Image Diffusion Process
17. CVPR 2024AdaBM: On-the-Fly Adaptive Bit Mapping for Image Super-Resolution
18. CVPR 2024Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration
19. CVPR 2024Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation
20. CVPR 2024AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring
21. CVPR 2024Adversarial Text to Continuous Image Generation
22. CVPR 2024Align Your Gaussians: Text-to-4D with Dynamic 3D Gaussians and Composed Diffusion Models
23. CVPR 2024ANIM: Accurate Neural Implicit Model for Human Reconstruction from a single RGB-D Image
24. CVPR 2024Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation
25. CVPR 2024Animating General Image with Large Visual Motion Model
26. CVPR 2024AnyScene: Customized Image Synthesis with Composited Foreground
27. CVPR 2024Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural Decoder
28. CVPR 2024ArtAdapter: Text-to-Image Style Transfer using Multi-Level Style Encoder and Explicit Adaptation
29. CVPR 2024Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion
30. CVPR 2024Attention Calibration for Disentangled Text-to-Image Personalization
31. CVPR 2024Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models
32. CVPR 2024AttriHuman-3D: Editable 3D Human Avatar Generation with Attribute Decomposition and Indexing
33. CVPR 2024Automatic Controllable Colorization via Imagination
34. CVPR 2024AvatarGPT: All-in-One Framework for Motion Understanding Planning Generation and Beyond
35. CVPR 2024Balancing Act: Distribution-Guided Debiasing in Diffusion Models
36. CVPR 2024Batch Normalization Alleviates the Spectral Bias in Coordinate Networks
37. CVPR 2024BerfScene: Bev-conditioned Equivariant Radiance Fields for Infinite 3D Scene Generation
38. CVPR 2024Beyond First-Order Tweedie: Solving Inverse Problems using Latent Diffusion
39. CVPR 2024Beyond Image Super-Resolution for Image Recognition with Task-Driven Perceptual Loss
40. CVPR 2024Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation
41. CVPR 2024Bidirectional Autoregessive Diffusion Model for Dance Generation
42. CVPR 2024BiTT: Bi-directional Texture Reconstruction of Interacting Two Hands from a Single Image
43. CVPR 2024BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion Models
44. CVPR 2024Blind Image Quality Assessment Based on Geometric Order Learning
45. CVPR 2024Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains
46. CVPR 2024Boosting Image Restoration via Priors from Pre-trained Models
47. CVPR 2024Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike Fluctuations
48. CVPR 2024Bootstrapping Chest CT Image Understanding by Distilling Knowledge from X-ray Expert Models
49. CVPR 2024BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics
50. CVPR 2024C3: High-Performance and Low-Complexity Neural Compression from a Single Image or Video

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。