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 37 / 104 页
- CVPR 2025Causal Composition Diffusion Model for Closed-loop Traffic Generation
- CVPR 2025CCIN: Compositional Conflict Identification and Neutralization for Composed Image Retrieval
- CVPR 2025Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining
- CVPR 2025Charm: The Missing Piece in ViT Fine-Tuning for Image Aesthetic Assessment
- CVPR 2025Chat2SVG: Vector Graphics Generation with Large Language Models and Image Diffusion Models
- CVPR 2025ChatGarment: Garment Estimation, Generation and Editing via Large Language Models
- CVPR 2025ChatGen: Automatic Text-to-Image Generation From FreeStyle Chatting
- CVPR 2025CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning
- CVPR 2025Classifier-Free Guidance Inside the Attraction Basin May Cause Memorization
- CVPR 2025CoA: Towards Real Image Dehazing via Compression-and-Adaptation
- CVPR 2025CoLLM: A Large Language Model for Composed Image Retrieval
- CVPR 2025Color Alignment in Diffusion
- CVPR 2025CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation
- CVPR 2025Community Forensics: Using Thousands of Generators to Train Fake Image Detectors
- CVPR 2025Compass Control: Multi Object Orientation Control for Text-to-Image Generation
- CVPR 2025CompGS: Unleashing 2D Compositionality for Compositional Text-to-3D via Dynamically Optimizing 3D Gaussians
- CVPR 2025Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising
- CVPR 2025Completion as Enhancement: A Degradation-Aware Selective Image Guided Network for Depth Completion
- CVPR 2025Complexity Experts are Task-Discriminative Learners for Any Image Restoration
- CVPR 2025Composing Parts for Expressive Object Generation
- CVPR 2025Concept Lancet: Image Editing with Compositional Representation Transplant
- CVPR 2025ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation
- CVPR 2025Conditional Balance: Improving Multi-Conditioning Trade-Offs in Image Generation
- CVPR 2025Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation
- CVPR 2025Consistency Posterior Sampling for Diverse Image Synthesis
- CVPR 2025Consistent and Controllable Image Animation with Motion Diffusion Models
- CVPR 2025ConText-CIR: Learning from Concepts in Text for Composed Image Retrieval
- CVPR 2025Continuous Locomotive Crowd Behavior Generation
- CVPR 2025Controllable Human Image Generation with Personalized Multi-Garments
- CVPR 2025Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation
- CVPR 2025CoSER: Towards Consistent Dense Multiview Text-to-Image Generator for 3D Creation
- CVPR 2025CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology
- CVPR 2025CraftsMan3D: High-fidelity Mesh Generation with 3D Native Diffusion and Interactive Geometry Refiner
- CVPR 2025Cropper: Vision-Language Model for Image Cropping through In-Context Learning
- CVPR 2025Cross-Rejective Open-Set SAR Image Registration
- CVPR 2025CSC-PA: Cross-image Semantic Correlation via Prototype Attentions for Single-network Semi-supervised Breast Tumor Segmentation
- CVPR 2025CustAny: Customizing Anything from A Single Example
- CVPR 2025CXPMRG-Bench: Pre-training and Benchmarking for X-ray Medical Report Generation on CheXpert Plus Dataset
- CVPR 2025D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
- CVPR 2025DAGSM: Disentangled Avatar Generation with GS-enhanced Mesh
- CVPR 2025DarkIR: Robust Low-Light Image Restoration
- CVPR 2025DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report Generation
- CVPR 2025Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales
- CVPR 2025DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion
- CVPR 2025DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image
- CVPR 2025Decouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
- CVPR 2025Decoupling Training-Free Guided Diffusion by ADMM
- CVPR 2025DefectFill: Realistic Defect Generation with Inpainting Diffusion Model for Visual Inspection
- CVPR 2025DeformCL: Learning Deformable Centerline Representation for Vessel Extraction in 3D Medical Image
- CVPR 2025Degradation-Aware Feature Perturbation for All-in-One Image Restoration
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。