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 430 篇，第 1 / 9 页

1. NeurIPS 20253DOT: Texture Transfer for 3DGS Objects from a Single Reference Image
2. NeurIPS 2025A Closer Look at NTK Alignment: Linking Phase Transitions in Deep Image Regression
3. NeurIPS 2025A Diffusion Model for Regular Time Series Generation from Irregular Data with Completion and Masking
4. NeurIPS 2025Adjusting Initial Noise to Mitigate Memorization in Text-to-Image Diffusion Models
5. NeurIPS 2025Alchemist: Turning Public Text-to-Image Data into Generative Gold
6. NeurIPS 2025AlignedGen: Aligning Style Across Generated Images
7. NeurIPS 2025Aligning Text to Image in Diffusion Models is Easier Than You Think
8. NeurIPS 2025Aligning Text-to-Image Diffusion Models to Human Preference by Classification
9. NeurIPS 2025ALTER: All-in-One Layer Pruning and Temporal Expert Routing for Efficient Diffusion Generation
10. NeurIPS 2025AmorLIP: Efficient Language-Image Pretraining via Amortization
11. NeurIPS 2025Amortized Active Generation of Pareto Sets
12. NeurIPS 2025AnimateQR: Bridging Aesthetics and Functionality in Dynamic QR Code Generation
13. NeurIPS 2025Approximately Aligned Decoding
14. NeurIPS 2025AR-RAG: Autoregressive Retrieval Augmentation for Image Generation
15. NeurIPS 2025ARGenSeg: Image Segmentation with Autoregressive Image Generation Model
16. NeurIPS 2025ARMesh: Autoregressive Mesh Generation via Next-Level-of-Detail Prediction
17. NeurIPS 2025ASDSV: Multimodal Generation Made Efficient with Approximate Speculative Diffusion and Speculative Verification
18. NeurIPS 2025AutoPartGen: Autoregressive 3D Part Generation and Discovery
19. NeurIPS 2025Autoregressive Motion Generation with Gaussian Mixture-Guided Latent Sampling
20. NeurIPS 2025AVerImaTeC: A Dataset for Automatic Verification of Image-Text Claims with Evidence from the Web
21. NeurIPS 2025BADiff: Bandwidth Adaptive Diffusion Model
22. NeurIPS 2025Benchmarking Retrieval-Augmented Multimomal Generation for Document Question Answering
23. NeurIPS 2025Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging
24. NeurIPS 2025Bi-Directional Communication-Efficient Stochastic FL via Remote Source Generation
25. NeurIPS 2025Bifrost-1: Bridging Multimodal LLMs and Diffusion Models with Patch-level CLIP Latents
26. NeurIPS 2025Bio-Inspired Image Restoration
27. NeurIPS 2025BitMark: Watermarking Bitwise Autoregressive Image Generative Models
28. NeurIPS 2025Blockwise Flow Matching: Improving Flow Matching Models For Efficient High-Quality Generation
29. NeurIPS 2025BlurDM: A Blur Diffusion Model for Image Deblurring
30. NeurIPS 2025BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing
31. NeurIPS 2025BNMusic: Blending Environmental Noises into Personalized Music
32. NeurIPS 2025Boosting Generative Image Modeling via Joint Image-Feature Synthesis
33. NeurIPS 2025Breaking Latent Prior Bias in Detectors for Generalizable AIGC Image Detection
34. NeurIPS 2025Bridging Sign and Spoken Languages: Pseudo Gloss Generation for Sign Language Translation
35. NeurIPS 2025Bridging the gap to real-world language-grounded visual concept learning
36. NeurIPS 2025Building 3D Representations and Generating Motions From a Single Image via Video-Generation
37. NeurIPS 2025BurstDeflicker: A Benchmark Dataset for Flicker Removal in Dynamic Scenes
38. NeurIPS 2025CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward
39. NeurIPS 2025CamEdit: Continuous Camera Parameter Control for Photorealistic Image Editing
40. NeurIPS 2025CaMiT: A Time-Aware Car Model Dataset for Classification and Generation
41. NeurIPS 2025CAR-Flow: Condition-Aware Reparameterization Aligns Source and Target for Better Flow Matching
42. NeurIPS 2025CAT: Content-Adaptive Image Tokenization
43. NeurIPS 2025CHiQPM: Calibrated Hierarchical Interpretable Image Classification
44. NeurIPS 2025CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up
45. NeurIPS 2025Co-Reinforcement Learning for Unified Multimodal Understanding and Generation
46. NeurIPS 2025COCONut-PanCap: Joint Panoptic Segmentation and Grounded Captions for Fine-Grained Understanding and Generation
47. NeurIPS 2025Color Conditional Generation with Sliced Wasserstein Guidance
48. NeurIPS 2025ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback
49. NeurIPS 2025Comprehensive Assessment and Analysis for NSFW Content Erasure in Text-to-Image Diffusion models
50. NeurIPS 2025Compress & Cache: Vision token compression for efficient generation and retrieval

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。