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 43 / 104 页
- CVPR 2025Neural Hierarchical Decomposition for Single Image Plant Modeling
- CVPR 2025No Pains, More Gains: Recycling Sub-Salient Patches for Efficient High-Resolution Image Recognition
- CVPR 2025Noise Calibration and Spatial-Frequency Interactive Network for STEM Image Enhancement
- CVPR 2025Noise Diffusion for Enhancing Semantic Faithfulness in Text-to-Image Synthesis
- CVPR 2025Noise Modeling in One Hour: Minimizing Preparation Efforts for Self-supervised Low-Light RAW Image Denoising
- CVPR 2025Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
- CVPR 2025NoiseCtrl: A Sampling-Algorithm-Agnostic Conditional Generation Method for Diffusion Models
- CVPR 2025Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders
- CVPR 2025Not All Parameters Matter: Masking Diffusion Models for Enhancing Generation Ability
- CVPR 2025Not Just Text: Uncovering Vision Modality Typographic Threats in Image Generation Models
- CVPR 2025Occlusion-aware Text-Image-Point Cloud Pretraining for Open-World 3D Object Recognition
- CVPR 2025Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks
- CVPR 2025OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows
- CVPR 2025OmniGen: Unified Image Generation
- CVPR 2025OmniGuard: Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking
- CVPR 2025One Diffusion to Generate Them All
- CVPR 2025One-Minute Video Generation with Test-Time Training
- CVPR 2025One-Way Ticket: Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion Models
- CVPR 2025OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation
- CVPR 2025Optical-Flow Guided Prompt Optimization for Coherent Video Generation
- CVPR 2025Order-One Rolling Shutter Cameras
- CVPR 2025OSV: One Step is Enough for High-Quality Image to Video Generation
- CVPR 2025Ouroboros3D: Image-to-3D Generation via 3D-aware Recursive Diffusion
- CVPR 2025Paint by Inpaint: Learning to Add Image Objects by Removing Them First
- CVPR 2025Panorama Generation From NFoV Image Done Right
- CVPR 2025Parallelized Autoregressive Visual Generation
- CVPR 2025PartGen: Part-level 3D Generation and Reconstruction with Multi-view Diffusion Models
- CVPR 2025PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution
- CVPR 2025Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception
- CVPR 2025PatchDPO: Patch-level DPO for Finetuning-free Personalized Image Generation
- CVPR 2025Pathways on the Image Manifold: Image Editing via Video Generation
- CVPR 2025Pattern Analogies: Learning to Perform Programmatic Image Edits by Analogy
- CVPR 2025Perceptually Accurate 3D Talking Head Generation: New Definitions, Speech-Mesh Representation, and Evaluation Metrics
- CVPR 2025PersonaBooth: Personalized Text-to-Motion Generation
- CVPR 2025PersonaHOI: Effortlessly Improving Face Personalization in Human-Object Interaction Generation
- CVPR 2025PhyS-EdiT: Physics-aware Semantic Image Editing with Text Description
- CVPR 2025PhysGen3D: Crafting a Miniature Interactive World from a Single Image
- CVPR 2025PICD: Versatile Perceptual Image Compression with Diffusion Rendering
- CVPR 2025PIDSR: Complementary Polarized Image Demosaicing and Super-Resolution
- CVPR 2025Pippo: High-Resolution Multi-View Humans from a Single Image
- CVPR 2025Plug-and-Play Interpretable Responsible Text-to-Image Generation via Dual-Space Multi-facet Concept Control
- CVPR 2025Positive2Negative: Breaking the Information-Lossy Barrier in Self-Supervised Single Image Denoising
- CVPR 2025POSTA: A Go-to Framework for Customized Artistic Poster Generation
- CVPR 2025PosterMaker: Towards High-Quality Product Poster Generation with Accurate Text Rendering
- CVPR 2025PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation
- CVPR 2025PQPP: A Joint Benchmark for Text-to-Image Prompt and Query Performance Prediction
- CVPR 2025PreciseCam: Precise Camera Control for Text-to-Image Generation
- CVPR 2025Preserve or Modify? Context-Aware Evaluation for Balancing Preservation and Modification in Text-Guided Image Editing
- CVPR 2025Probability Density Geodesics in Image Diffusion Latent Space
- CVPR 2025Progressive Focused Transformer for Single Image Super-Resolution
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。