图像生成论文趋势 2023–2026
文生图与图像合成
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,184 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 170 | 118 | 74 | 418 | 780 |
| 2024 | 318 | 199 | 156 | 543 | 1,216 |
| 2025 | 430 | 278 | 147 | 612 | 1,467 |
| 2026 | 453 | 349 | 230 | 689 | 1,721 |
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 1,216 篇，第 6 / 25 页
- CVPR 2024Intraoperative 2D/3D Image Registration via Differentiable X-ray Rendering
- CVPR 2024Intriguing Properties of Diffusion Models: An Empirical Study of the Natural Attack Capability in Text-to-Image Generative Models
- CVPR 2024Intrinsic Image Diffusion for Indoor Single-view Material Estimation
- CVPR 2024Inversion-Free Image Editing with Language-Guided Diffusion Models
- CVPR 2024IReNe: Instant Recoloring of Neural Radiance Fields
- CVPR 2024JDEC: JPEG Decoding via Enhanced Continuous Cosine Coefficients
- CVPR 2024JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation
- CVPR 2024Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
- CVPR 2024Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval
- CVPR 2024L-MAGIC: Language Model Assisted Generation of Images with Coherence
- CVPR 2024LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion
- CVPR 2024LAN: Learning to Adapt Noise for Image Denoising
- CVPR 2024Lane2Seq: Towards Unified Lane Detection via Sequence Generation
- CVPR 2024Language-guided Image Reflection Separation
- CVPR 2024Language-only Training of Zero-shot Composed Image Retrieval
- CVPR 2024Laplacian-guided Entropy Model in Neural Codec with Blur-dissipated Synthesis
- CVPR 2024LaRE^2: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection
- CVPR 2024Layout-Agnostic Scene Text Image Synthesis with Diffusion Models
- CVPR 2024LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network
- CVPR 2024Learned Lossless Image Compression based on Bit Plane Slicing
- CVPR 2024Learned Representation-Guided Diffusion Models for Large-Image Generation
- CVPR 2024Learning Continuous 3D Words for Text-to-Image Generation
- CVPR 2024Learning Coupled Dictionaries from Unpaired Data for Image Super-Resolution
- CVPR 2024Learning Diffusion Texture Priors for Image Restoration
- CVPR 2024Learning Disentangled Identifiers for Action-Customized Text-to-Image Generation
- CVPR 2024Learning Large-Factor EM Image Super-Resolution with Generative Priors
- CVPR 2024Learning Multi-Dimensional Human Preference for Text-to-Image Generation
- CVPR 2024Learning to Rank Patches for Unbiased Image Redundancy Reduction
- CVPR 2024Learning to Remove Wrinkled Transparent Film with Polarized Prior
- CVPR 2024Learning to Segment Referred Objects from Narrated Egocentric Videos
- CVPR 2024LEDITS++: Limitless Image Editing using Text-to-Image Models
- CVPR 2024LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion Model
- CVPR 2024LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example
- CVPR 2024Let's Think Outside the Box: Exploring Leap-of-Thought in Large Language Models with Creative Humor Generation
- CVPR 2024Leveraging Predicate and Triplet Learning for Scene Graph Generation
- CVPR 2024Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification
- CVPR 2024LightOctree: Lightweight 3D Spatially-Coherent Indoor Lighting Estimation
- CVPR 2024LLM4SGG: Large Language Models for Weakly Supervised Scene Graph Generation
- CVPR 2024Logarithmic Lenses: Exploring Log RGB Data for Image Classification
- CVPR 2024Look-Up Table Compression for Efficient Image Restoration
- CVPR 2024LucidDreamer: Towards High-Fidelity Text-to-3D Generation via Interval Score Matching
- CVPR 2024MACE: Mass Concept Erasure in Diffusion Models
- CVPR 2024MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model
- CVPR 2024MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying
- CVPR 2024Make Pixels Dance: High-Dynamic Video Generation
- CVPR 2024Make-It-Vivid: Dressing Your Animatable Biped Cartoon Characters from Text
- CVPR 2024Make-Your-Anchor: A Diffusion-based 2D Avatar Generation Framework
- CVPR 2024Making Visual Sense of Oracle Bones for You and Me
- CVPR 2024MarkovGen: Structured Prediction for Efficient Text-to-Image Generation
- CVPR 2024MAS: Multi-view Ancestral Sampling for 3D Motion Generation Using 2D Diffusion
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查图像生成在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "image-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。