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 42 / 46 页
- CVPR 2023Learning Weather-General and Weather-Specific Features for Image Restoration Under Multiple Adverse Weather Conditions
- CVPR 2023LEMaRT: Label-Efficient Masked Region Transform for Image Harmonization
- CVPR 2023Leveraging per Image-Token Consistency for Vision-Language Pre-Training
- CVPR 2023Light Source Separation and Intrinsic Image Decomposition Under AC Illumination
- CVPR 2023LipFormer: High-Fidelity and Generalizable Talking Face Generation With a Pre-Learned Facial Codebook
- CVPR 2023Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution
- CVPR 2023Low-Light Image Enhancement via Structure Modeling and Guidance
- CVPR 2023LVQAC: Lattice Vector Quantization Coupled With Spatially Adaptive Companding for Efficient Learned Image Compression
- CVPR 2023MAGE: MAsked Generative Encoder To Unify Representation Learning and Image Synthesis
- CVPR 2023Magic3D: High-Resolution Text-to-3D Content Creation
- CVPR 2023Make-a-Story: Visual Memory Conditioned Consistent Story Generation
- CVPR 2023MaLP: Manipulation Localization Using a Proactive Scheme
- CVPR 2023MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining
- CVPR 2023Masked and Adaptive Transformer for Exemplar Based Image Translation
- CVPR 2023Masked Autoencoding Does Not Help Natural Language Supervision at Scale
- CVPR 2023Masked Image Modeling With Local Multi-Scale Reconstruction
- CVPR 2023Masked Image Training for Generalizable Deep Image Denoising
- CVPR 2023MaskSketch: Unpaired Structure-Guided Masked Image Generation
- CVPR 2023MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation
- CVPR 2023MeMaHand: Exploiting Mesh-Mano Interaction for Single Image Two-Hand Reconstruction
- CVPR 2023MetaFusion: Infrared and Visible Image Fusion via Meta-Feature Embedding From Object Detection
- CVPR 2023MetaPortrait: Identity-Preserving Talking Head Generation With Fast Personalized Adaptation
- CVPR 2023METransformer: Radiology Report Generation by Transformer With Multiple Learnable Expert Tokens
- CVPR 2023MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
- CVPR 2023Model-Agnostic Gender Debiased Image Captioning
- CVPR 2023MoStGAN-V: Video Generation With Temporal Motion Styles
- CVPR 2023MP-Former: Mask-Piloted Transformer for Image Segmentation
- CVPR 2023Multi-Concept Customization of Text-to-Image Diffusion
- CVPR 2023Multi-Realism Image Compression With a Conditional Generator
- CVPR 2023Multilateral Semantic Relations Modeling for Image Text Retrieval
- CVPR 2023Multiplicative Fourier Level of Detail
- CVPR 2023N-Gram in Swin Transformers for Efficient Lightweight Image Super-Resolution
- CVPR 2023Neighborhood Attention Transformer
- CVPR 2023NeRFInvertor: High Fidelity NeRF-GAN Inversion for Single-Shot Real Image Animation
- CVPR 2023Neumann Network With Recursive Kernels for Single Image Defocus Deblurring
- CVPR 2023Neural Fourier Filter Bank
- CVPR 2023Neural Scene Chronology
- CVPR 2023Neural Texture Synthesis With Guided Correspondence
- CVPR 2023Neural Transformation Fields for Arbitrary-Styled Font Generation
- CVPR 2023NeuralField-LDM: Scene Generation With Hierarchical Latent Diffusion Models
- CVPR 2023NoisyTwins: Class-Consistent and Diverse Image Generation Through StyleGANs
- CVPR 2023Non-Contrastive Learning Meets Language-Image Pre-Training
- CVPR 2023Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation
- CVPR 2023NUWA-LIP: Language-Guided Image Inpainting With Defect-Free VQGAN
- CVPR 2023Omni Aggregation Networks for Lightweight Image Super-Resolution
- CVPR 2023OmniAvatar: Geometry-Guided Controllable 3D Head Synthesis
- CVPR 2023OmniObject3D: Large-Vocabulary 3D Object Dataset for Realistic Perception, Reconstruction and Generation
- CVPR 2023On Data Scaling in Masked Image Modeling
- CVPR 2023On Distillation of Guided Diffusion Models
- CVPR 2023One-Shot High-Fidelity Talking-Head Synthesis With Deformable Neural Radiance Field
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。