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 612 篇，第 7 / 13 页
- CVPR 2025ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On
- CVPR 2025Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing
- CVPR 2025JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
- CVPR 2025JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration
- CVPR 2025Kiss3DGen: Repurposing Image Diffusion Models for 3D Asset Generation
- CVPR 2025Language-Guided Image Tokenization for Generation
- CVPR 2025Large-Scale Text-to-Image Model with Inpainting is a Zero-Shot Subject-Driven Image Generator
- CVPR 2025Latent Drifting in Diffusion Models for Counterfactual Medical Image Synthesis
- CVPR 2025Latent Space Super-Resolution for Higher-Resolution Image Generation with Diffusion Models
- CVPR 2025LatentHOI: On the Generalizable Hand Object Motion Generation with Latent Hand Diffusion.
- CVPR 2025LaTexBlend: Scaling Multi-concept Customized Generation with Latent Textual Blending
- CVPR 2025Layered Image Vectorization via Semantic Simplification
- CVPR 2025Learned Image Compression with Dictionary-based Entropy Model
- CVPR 2025Learning 4D Panoptic Scene Graph Generation from Rich 2D Visual Scene
- CVPR 2025Learning Flow Fields in Attention for Controllable Person Image Generation
- CVPR 2025Learning Hazing to Dehazing: Towards Realistic Haze Generation for Real-World Image Dehazing
- CVPR 2025Learning Partonomic 3D Reconstruction from Image Collections
- CVPR 2025Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation
- CVPR 2025Learning with Noisy Triplet Correspondence for Composed Image Retrieval
- CVPR 2025Learning-enabled Polynomial Lyapunov Function Synthesis via High-Accuracy Counterexample-Guided Framework
- CVPR 2025LEDiff: Latent Exposure Diffusion for HDR Generation
- CVPR 2025Less is More: Efficient Image Vectorization with Adaptive Parameterization
- CVPR 2025Let's Verify and Reinforce Image Generation Step by Step
- CVPR 2025LeviTor: 3D Trajectory Oriented Image-to-Video Synthesis
- CVPR 2025LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity
- CVPR 2025Linguistics-aware Masked Image Modeling for Self-supervised Scene Text Recognition
- CVPR 2025Localized Concept Erasure for Text-to-Image Diffusion Models Using Training-Free Gated Low-Rank Adaptation
- CVPR 2025LOCORE: Image Re-ranking with Long-Context Sequence Modeling
- CVPR 2025Low-Biased General Annotated Dataset Generation
- CVPR 2025M3amba: Memory Mamba is All You Need for Whole Slide Image Classification
- CVPR 2025MAGE : Single Image to Material-Aware 3D via the Multi-View G-Buffer Estimation Model
- CVPR 2025MagicQuill: An Intelligent Interactive Image Editing System
- CVPR 2025MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration
- CVPR 2025Make It Count: Text-to-Image Generation with an Accurate Number of Objects
- CVPR 2025MambaIRv2: Attentive State Space Restoration
- CVPR 2025MAR-3D: Progressive Masked Auto-regressor for High-Resolution 3D Generation
- CVPR 2025Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding
- CVPR 2025Mask^2DiT: Dual Mask-based Diffusion Transformer for Multi-Scene Long Video Generation
- CVPR 2025Matrix3D: Large Photogrammetry Model All-in-One
- CVPR 2025MC^2: Multi-concept Guidance for Customized Multi-concept Generation
- CVPR 2025MCCD: Multi-Agent Collaboration-based Compositional Diffusion for Complex Text-to-Image Generation
- CVPR 2025MEAT: Multiview Diffusion Model for Human Generation on Megapixels with Mesh Attention
- CVPR 2025MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations
- CVPR 2025MegaSynth: Scaling Up 3D Scene Reconstruction with Synthesized Data
- CVPR 2025Memories of Forgotten Concepts
- CVPR 2025MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and Quantization
- CVPR 2025MESC-3D:Mining Effective Semantic Cues for 3D Reconstruction from a Single Image
- CVPR 2025MetaShadow: Object-Centered Shadow Detection, Removal, and Synthesis
- CVPR 2025MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification
- CVPR 2025MG-MotionLLM: A Unified Framework for Motion Comprehension and Generation across Multiple Granularities
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。