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 689 篇，第 7 / 14 页
- CVPR 2026LacTokGen Latent Consistency Tokenizer for 1024-pixel Image Generation by 256
- CVPR 2026LaMoGen Language to Motion Generation Through LLM-Guided Symbolic Inference
- CVPR 2026LATTICE Democratize High-Fidelity 3D Generation at Scale
- CVPR 2026Layer-wise Instance Binding for Regional and Occlusion Control in Text-to-Image
- CVPR 2026LazyVAR Accelerating Visual Autoregressive Models via Scale-wise Token Pruning and
- CVPR 2026LeapAlign Post-training Flow Matching Models at Any Generation Step by
- CVPR 2026Learned Image Compression via Sparse Attention and Adaptive Frequency
- CVPR 2026Learning complete and explainable visual representations from itemized text supervision
- CVPR 2026Learning Diffeomorphism for Medical Image Registration with Time-Embedded Architectures Using
- CVPR 2026Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision
- CVPR 2026Learning Hierarchical Hyperbolic Mixture Model for Part-aware 3D Generation
- CVPR 2026Learning Latent Proxies for Controllable Single-Image Relighting
- CVPR 2026Learning Long-term Motion Embeddings for Efficient Kinematics Generation
- CVPR 2026Learning Straight Flows Variational Flow Matching for Efficient Generation
- CVPR 2026Learning to Learn Weight Generation via Local Consistency Diffusion
- CVPR 2026Learning What to Trust Bayesian Prior-Guided Optimization for Visual Generation
- CVPR 2026Learning Where to Look and How to Judge Resolution-agnostic Image
- CVPR 2026Let Your Image Move with Your Motion -- Implicit Multi-Object
- CVPR 2026Life-IQA Boosting Blind Image Quality Assessment through GCN-enhanced Layer Interaction
- CVPR 2026Lighting-grounded Video Generation with Renderer-based Agent Reasoning
- CVPR 2026LightRR A Lightweight Network for Single Image Reflection Removal
- CVPR 2026Linear Image Generation by Synthesizing Exposure Brackets
- CVPR 2026LNEM Lunar Neural Elevation Model
- CVPR 2026LogCD Local-to-global Consistency Distillation for Few-step Image Generation
- CVPR 2026LottieGPT Tokenizing Vector Animation for Autoregressive Generation
- CVPR 2026LumiX Structured and Coherent Text-to-Intrinsic Generation
- CVPR 2026Lynx Towards High-Fidelity Personalized Video Generation
- CVPR 2026M4V Multimodal Mamba for Efficient Text-to-Video Generation
- CVPR 2026MacTok Robust Continuous Tokenization for Image Generation
- CVPR 2026MagicFuse Single Image Fusion for Visual and Semantic Reinforcement
- CVPR 2026MagicQuill V2 Precise and Interactive Image Editing with Layered Visual
- CVPR 2026MajutsuCity Language-driven Aesthetic-adaptive City Generation with Controllable 3D Assets and
- CVPR 2026MakeAnything Harnessing Diffusion Transformers for Multi-Domain Procedural Sequence Generation
- CVPR 2026MambaSIC Mamba-based Stereo Image Compression with Bi-directional Multi-reference Entropy Model
- CVPR 2026Markovian Scale Prediction A New Era of Visual Autoregressive Generation
- CVPR 2026Masked Region Transformer for Layered Image Generation and Editing at
- CVPR 2026MaskFocus Focusing Policy Optimization on Critical Steps for Masked Image
- CVPR 2026Match-and-Fuse Consistent Generation from Unstructured Image Sets
- CVPR 2026MatE Material Extraction from Single-Image via Geometric Prior
- CVPR 2026MatLat Material Latent Space for PBR Texture Generation
- CVPR 2026MatMart Material Reconstruction of 3D Objects via Diffusion
- CVPR 2026MatPedia A Universal Generative Foundation for High-Fidelity Material Synthesis
- CVPR 2026MeanFuser Fast One-Step Multi-Modal Trajectory Generation and Adaptive Reconstruction via
- CVPR 2026MERIT Multi-domain Efficient RAW Image Translation
- CVPR 2026MeshFlow Efficient Artistic Mesh Generation via MeshVAE and Flow-based Diffusion
- CVPR 2026MeshMosaic Scaling Artist Mesh Generation via Local-to-Global Assembly
- CVPR 2026MeshRipple Structured Autoregressive Generation of Artist-Meshes
- CVPR 2026MeshWeaver Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation
- CVPR 2026Meta-CoT Enhancing Granularity and Generalization in Image Editing
- CVPR 2026MIBURI Towards Expressive Interactive Gesture Synthesis
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。