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 5,184 篇，第 72 / 104 页
- CVPR 2024Person in Place: Generating Associative Skeleton-Guidance Maps for Human-Object Interaction Image Editing
- CVPR 2024Personalized Residuals for Concept-Driven Text-to-Image Generation
- CVPR 2024PI3D: Efficient Text-to-3D Generation with Pseudo-Image Diffusion
- CVPR 2024PIA: Your Personalized Image Animator via Plug-and-Play Modules in Text-to-Image Models
- CVPR 2024PICTURE: PhotorealistIC virtual Try-on from UnconstRained dEsigns
- CVPR 2024PIGEON: Predicting Image Geolocations
- CVPR 2024pixelSplat: 3D Gaussian Splats from Image Pairs for Scalable Generalizable 3D Reconstruction
- CVPR 2024PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis
- CVPR 2024Plug-and-Play Diffusion Distillation
- CVPR 2024Polos: Multimodal Metric Learning from Human Feedback for Image Captioning
- CVPR 2024PortraitBooth: A Versatile Portrait Model for Fast Identity-preserved Personalization
- CVPR 2024Posterior Distillation Sampling
- CVPR 2024Practical Measurements of Translucent Materials with Inter-Pixel Translucency Prior
- CVPR 2024Predicated Diffusion: Predicate Logic-Based Attention Guidance for Text-to-Image Diffusion Models
- CVPR 2024Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
- CVPR 2024Prompt Augmentation for Self-supervised Text-guided Image Manipulation
- CVPR 2024Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models
- CVPR 2024Prompting Hard or Hardly Prompting: Prompt Inversion for Text-to-Image Diffusion Models
- CVPR 2024Prompting Vision Foundation Models for Pathology Image Analysis
- CVPR 2024Psychometry: An Omnifit Model for Image Reconstruction from Human Brain Activity
- CVPR 2024Ranni: Taming Text-to-Image Diffusion for Accurate Instruction Following
- CVPR 2024Rapid 3D Model Generation with Intuitive 3D Input
- CVPR 2024Readout Guidance: Learning Control from Diffusion Features
- CVPR 2024Real-World Mobile Image Denoising Dataset with Efficient Baselines
- CVPR 2024RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization
- CVPR 2024RecDiffusion: Rectangling for Image Stitching with Diffusion Models
- CVPR 2024Referring Image Editing: Object-level Image Editing via Referring Expressions
- CVPR 2024Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation
- CVPR 2024Residual Denoising Diffusion Models
- CVPR 2024Restoration by Generation with Constrained Priors
- CVPR 2024Rethinking FID: Towards a Better Evaluation Metric for Image Generation
- CVPR 2024Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts
- CVPR 2024Rethinking Prior Information Generation with CLIP for Few-Shot Segmentation
- CVPR 2024Rethinking the Objectives of Vector-Quantized Tokenizers for Image Synthesis
- CVPR 2024Rethinking the Spatial Inconsistency in Classifier-Free Diffusion Guidance
- CVPR 2024Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation
- CVPR 2024Revisiting Non-Autoregressive Transformers for Efficient Image Synthesis
- CVPR 2024Revisiting Single Image Reflection Removal In the Wild
- CVPR 2024Revisiting Spatial-Frequency Information Integration from a Hierarchical Perspective for Panchromatic and Multi-Spectral Image Fusion
- CVPR 2024Rich Human Feedback for Text-to-Image Generation
- CVPR 2024RichDreamer: A Generalizable Normal-Depth Diffusion Model for Detail Richness in Text-to-3D
- CVPR 2024Robust Image Denoising through Adversarial Frequency Mixup
- CVPR 2024Robust Noisy Correspondence Learning with Equivariant Similarity Consistency
- CVPR 2024Rotation-Agnostic Image Representation Learning for Digital Pathology
- CVPR 2024Sat2Scene: 3D Urban Scene Generation from Satellite Images with Diffusion
- CVPR 2024SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation
- CVPR 2024Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild
- CVPR 2024SCEdit: Efficient and Controllable Image Diffusion Generation via Skip Connection Editing
- CVPR 2024SceneTex: High-Quality Texture Synthesis for Indoor Scenes via Diffusion Priors
- CVPR 2024SCINeRF: Neural Radiance Fields from a Snapshot Compressive Image
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。