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 74 / 104 页
- CVPR 2024Text-Guided 3D Face Synthesis - From Generation to Editing
- CVPR 2024Text-guided Explorable Image Super-resolution
- CVPR 2024Text-Guided Variational Image Generation for Industrial Anomaly Detection and Segmentation
- CVPR 2024Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion
- CVPR 2024Text-Image Alignment for Diffusion-Based Perception
- CVPR 2024Text-to-3D Generation with Bidirectional Diffusion using both 2D and 3D priors
- CVPR 2024Text-to-Image Diffusion Models are Great Sketch-Photo Matchmakers
- CVPR 2024Text2HOI: Text-guided 3D Motion Generation for Hand-Object Interaction
- CVPR 2024Text2QR: Harmonizing Aesthetic Customization and Scanning Robustness for Text-Guided QR Code Generation
- CVPR 2024TextCraftor: Your Text Encoder Can be Image Quality Controller
- CVPR 2024TextNeRF: A Novel Scene-Text Image Synthesis Method based on Neural Radiance Fields
- CVPR 2024TextureDreamer: Image-Guided Texture Synthesis Through Geometry-Aware Diffusion
- CVPR 2024The Devil is in the Details: StyleFeatureEditor for Detail-Rich StyleGAN Inversion and High Quality Image Editing
- CVPR 2024The More You See in 2D the More You Perceive in 3D
- CVPR 2024Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts
- CVPR 2024TiNO-Edit: Timestep and Noise Optimization for Robust Diffusion-Based Image Editing
- CVPR 2024TokenCompose: Text-to-Image Diffusion with Token-level Supervision
- CVPR 2024Total Selfie: Generating Full-Body Selfies
- CVPR 2024Towards a Simultaneous and Granular Identity-Expression Control in Personalized Face Generation
- CVPR 2024Towards Accurate Post-training Quantization for Diffusion Models
- CVPR 2024Towards Automated Movie Trailer Generation
- CVPR 2024Towards Backward-Compatible Continual Learning of Image Compression
- CVPR 2024Towards Effective Usage of Human-Centric Priors in Diffusion Models for Text-based Human Image Generation
- CVPR 2024Towards High-fidelity Artistic Image Vectorization via Texture-Encapsulated Shape Parameterization
- CVPR 2024Towards Memorization-Free Diffusion Models
- CVPR 2024Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods
- CVPR 2024Towards Realistic Scene Generation with LiDAR Diffusion Models
- CVPR 2024Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach
- CVPR 2024Towards Text-guided 3D Scene Composition
- CVPR 2024Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing
- CVPR 2024Towards Variable and Coordinated Holistic Co-Speech Motion Generation
- CVPR 2024Training Diffusion Models Towards Diverse Image Generation with Reinforcement Learning
- CVPR 2024Training Generative Image Super-Resolution Models by Wavelet-Domain Losses Enables Better Control of Artifacts
- CVPR 2024Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image Segmentation
- CVPR 2024Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation
- CVPR 2024Transfer CLIP for Generalizable Image Denoising
- CVPR 2024TRINS: Towards Multimodal Language Models that Can Read
- CVPR 2024TRIP: Temporal Residual Learning with Image Noise Prior for Image-to-Video Diffusion Models
- CVPR 2024Tune-An-Ellipse: CLIP Has Potential to Find What You Want
- CVPR 2024Tyche: Stochastic In-Context Learning for Medical Image Segmentation
- CVPR 2024UDiFF: Generating Conditional Unsigned Distance Fields with Optimal Wavelet Diffusion
- CVPR 2024UFOGen: You Forward Once Large Scale Text-to-Image Generation via Diffusion GANs
- CVPR 2024UltrAvatar: A Realistic Animatable 3D Avatar Diffusion Model with Authenticity Guided Textures
- CVPR 2024Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
- CVPR 2024UniGS: Unified Representation for Image Generation and Segmentation
- CVPR 2024UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization
- CVPR 2024Unlocking Pre-trained Image Backbones for Semantic Image Synthesis
- CVPR 2024Unmixing Before Fusion: A Generalized Paradigm for Multi-Source-based Hyperspectral Image Synthesis
- CVPR 2024Unmixing Diffusion for Self-Supervised Hyperspectral Image Denoising
- CVPR 2024Unsupervised 3D Structure Inference from Category-Specific Image Collections
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。