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 543 篇，第 5 / 11 页
- CVPR 2024Generative Image Dynamics
- CVPR 2024Generative Rendering: Controllable 4D-Guided Video Generation with 2D Diffusion Models
- CVPR 2024GenesisTex: Adapting Image Denoising Diffusion to Texture Space
- CVPR 2024GenTron: Diffusion Transformers for Image and Video Generation
- CVPR 2024GPT-4V(ision) is a Human-Aligned Evaluator for Text-to-3D Generation
- CVPR 2024GPT4Point: A Unified Framework for Point-Language Understanding and Generation
- CVPR 2024GraphDreamer: Compositional 3D Scene Synthesis from Scene Graphs
- CVPR 2024Grid Diffusion Models for Text-to-Video Generation
- CVPR 2024Grounded Text-to-Image Synthesis with Attention Refocusing
- CVPR 2024H-ViT: A Hierarchical Vision Transformer for Deformable Image Registration
- CVPR 2024HandDiff: 3D Hand Pose Estimation with Diffusion on Image-Point Cloud
- CVPR 2024HanDiffuser: Text-to-Image Generation With Realistic Hand Appearances
- CVPR 2024HarmonyView: Harmonizing Consistency and Diversity in One-Image-to-3D
- CVPR 2024Harnessing the Power of MLLMs for Transferable Text-to-Image Person ReID
- CVPR 2024Hierarchical Patch Diffusion Models for High-Resolution Video Generation
- CVPR 2024Hierarchical Spatio-temporal Decoupling for Text-to-Video Generation
- CVPR 2024High-fidelity Person-centric Subject-to-Image Synthesis
- CVPR 2024HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models
- CVPR 2024Holo-Relighting: Controllable Volumetric Portrait Relighting from a Single Image
- CVPR 2024Holodeck: Language Guided Generation of 3D Embodied AI Environments
- CVPR 2024HomoFormer: Homogenized Transformer for Image Shadow Removal
- CVPR 2024How to Handle Sketch-Abstraction in Sketch-Based Image Retrieval?
- CVPR 2024How to Make Cross Encoder a Good Teacher for Efficient Image-Text Retrieval?
- CVPR 2024HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splatting
- CVPR 2024HumanNorm: Learning Normal Diffusion Model for High-quality and Realistic 3D Human Generation
- CVPR 2024HumanRef: Single Image to 3D Human Generation via Reference-Guided Diffusion
- CVPR 2024HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models
- CVPR 2024HyperSDFusion: Bridging Hierarchical Structures in Language and Geometry for Enhanced 3D Text2Shape Generation
- CVPR 2024IBD-SLAM: Learning Image-Based Depth Fusion for Generalizable SLAM
- CVPR 2024ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation
- CVPR 2024Identifying Important Group of Pixels using Interactions
- CVPR 2024IIRP-Net: Iterative Inference Residual Pyramid Network for Enhanced Image Registration
- CVPR 2024Image Neural Field Diffusion Models
- CVPR 2024Image Processing GNN: Breaking Rigidity in Super-Resolution
- CVPR 2024Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance
- CVPR 2024Image Sculpting: Precise Object Editing with 3D Geometry Control
- CVPR 2024Image-Text Co-Decomposition for Text-Supervised Semantic Segmentation
- CVPR 2024Improving Image Restoration through Removing Degradations in Textual Representations
- CVPR 2024Improving Subject-Driven Image Synthesis with Subject-Agnostic Guidance
- CVPR 2024In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image Classification
- CVPR 2024Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generation
- CVPR 2024InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization
- CVPR 2024Ink Dot-Oriented Differentiable Optimization for Neural Image Halftoning
- CVPR 2024Instance-level Expert Knowledge and Aggregate Discriminative Attention for Radiology Report Generation
- CVPR 2024InstanceDiffusion: Instance-level Control for Image Generation
- CVPR 2024InstantBooth: Personalized Text-to-Image Generation without Test-Time Finetuning
- CVPR 2024InteractDiffusion: Interaction Control in Text-to-Image Diffusion Models
- CVPR 2024Interactive3D: Create What You Want by Interactive 3D Generation
- CVPR 2024InterHandGen: Two-Hand Interaction Generation via Cascaded Reverse Diffusion
- CVPR 2024Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding
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。