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 2,262 篇，第 18 / 46 页
- CVPR 2025DocVLM: Make Your VLM an Efficient Reader
- CVPR 2025Dragin3D: Image Editing by Dragging in 3D Space
- CVPR 2025DreamCache: Finetuning-Free Lightweight Personalized Image Generation via Feature Caching
- CVPR 2025DreamOmni: Unified Image Generation and Editing
- CVPR 2025DreamRelation: Bridging Customization and Relation Generation
- CVPR 2025DreamText: High Fidelity Scene Text Synthesis
- CVPR 2025DRiVE: Diffusion-based Rigging Empowers Generation of Versatile and Expressive Characters
- CVPR 2025DriveGEN: Generalized and Robust 3D Detection in Driving via Controllable Text-to-Image Diffusion Generation
- CVPR 2025Dual Diffusion for Unified Image Generation and Understanding
- CVPR 2025Dual Prompting Image Restoration with Diffusion Transformers
- CVPR 2025Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation
- CVPR 2025DynamicScaler: Seamless and Scalable Video Generation for Panoramic Scenes
- CVPR 2025DynScene: Scalable Generation of Dynamic Robotic Manipulation Scenes for Embodied AI
- CVPR 2025Easy-editable Image Vectorization with Multi-layer Multi-scale Distributed Visual Feature Embedding
- CVPR 2025EditAR: Unified Conditional Generation with Autoregressive Models
- CVPR 2025Efficient Personalization of Quantized Diffusion Model without Backpropagation
- CVPR 2025Efficient Visual State Space Model for Image Deblurring
- CVPR 2025EigenGS Representation: From Eigenspace to Gaussian Image Space
- CVPR 2025Electromyography-Informed Facial Expression Reconstruction for Physiological-Based Synthesis and Analysis
- CVPR 2025EmoEdit: Evoking Emotions through Image Manipulation
- CVPR 2025Encapsulated Composition of Text-to-Image and Text-to-Video Models for High-Quality Video Synthesis
- CVPR 2025EnergyMoGen: Compositional Human Motion Generation with Energy-Based Diffusion Model in Latent Space
- CVPR 2025Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation
- CVPR 2025Enhancing Creative Generation on Stable Diffusion-based Models
- CVPR 2025Enhancing Dance-to-Music Generation via Negative Conditioning Latent Diffusion Model
- CVPR 2025Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling
- CVPR 2025Erasing Undesirable Influence in Diffusion Models
- CVPR 2025ETAP: Event-based Tracking of Any Point
- CVPR 2025Eval3D: Interpretable and Fine-grained Evaluation for 3D Generation
- CVPR 2025Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond
- CVPR 2025Explaining Domain Shifts in Language: Concept Erasing for Interpretable Image Classification
- CVPR 2025Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection
- CVPR 2025Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment
- CVPR 2025Exploring Sparse MoE in GANs for Text-conditioned Image Synthesis
- CVPR 2025Exploring the Deep Fusion of Large Language Models and Diffusion Transformers for Text-to-Image Synthesis
- CVPR 2025Exploring Timeline Control for Facial Motion Generation
- CVPR 2025Extrapolating and Decoupling Image-to-Video Generation Models: Motion Modeling is Easier Than You Think
- CVPR 2025FactCheXcker: Mitigating Measurement Hallucinations in Chest X-ray Report Generation Models
- CVPR 2025FaithDiff: Unleashing Diffusion Priors for Faithful Image Super-resolution
- CVPR 2025FAM Diffusion: Frequency and Attention Modulation for High-Resolution Image Generation with Stable Diffusion
- CVPR 2025Fancy123: One Image to High-Quality 3D Mesh Generation via Plug-and-Play Deformation
- CVPR 2025Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning
- CVPR 2025FDS: Frequency-Aware Denoising Score for Text-Guided Latent Diffusion Image Editing
- CVPR 2025FeedEdit: Text-Based Image Editing with Dynamic Feedback Regulation
- CVPR 2025Few-shot Implicit Function Generation via Equivariance
- CVPR 2025Finding Local Diffusion Schrodinger Bridge using Kolmogorov-Arnold Network
- CVPR 2025Fine-Grained Erasure in Text-to-Image Diffusion-based Foundation Models
- CVPR 2025Fine-Grained Image-Text Correspondence with Cost Aggregation for Open-Vocabulary Part Segmentation
- CVPR 2025FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity
- CVPR 2025FineLIP: Extending CLIP's Reach via Fine-Grained Alignment with Longer Text Inputs
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。