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 10 / 104 页
- CVPR 2026PinPoint Evaluation of Composed Image Retrieval with Explicit Negatives Multi-Image
- CVPR 2026PixelDiT Pixel Diffusion Transformers for Image Generation
- CVPR 2026PixelRush Ultra-Fast Training-Free High-Resolution Image Generation via One-step Diffusion
- CVPR 2026POCA Pareto-Optimal Curriculum Alignment for Visual Text Generation
- CVPR 2026PointNSP Autoregressive 3D Point Cloud Generation with Next-Scale Level-of-Detail Prediction
- CVPR 2026Points-to-3D Structure-Aware 3D Generation with Point Cloud Priors
- CVPR 2026PolySLGen Online Multimodal Speaking-Listening Reaction Generation in Polyadic Interaction
- CVPR 2026PoseMaster A Unified 3D Native Framework for Stylized Pose Generation
- CVPR 2026PositionIC Unified Position and Identity Consistency for Image Customization
- CVPR 2026PosterIQ A Design Perspective Benchmark for Poster Understanding and Generation
- CVPR 2026PosterReward Unlocking Accurate Evaluation for High-Quality Graphic Design Generation
- CVPR 2026PPM-CLIP Probabilistic Prompt Modeling for Generalizable AI-Generated Image Detection
- CVPR 2026PR-IQA Partial-Reference Image Quality Assessment for Diffusion-Based Novel View Synthesis
- CVPR 2026Premier Personalized Preference Modulation with Learnable User Embedding in Text-to-Image
- CVPR 2026PRISM Prototype-based Reasoning with Inter-modal Semantic Mining for Interpretable Image
- CVPR 2026PrITTI Primitive-based Generation of Controllable and Editable 3D Semantic Urban
- CVPR 2026Probabilistic Prompt Adaptation for Unified Image Aesthetics and Quality Assessment
- CVPR 2026Progress by Pieces Test-Time Scaling for Autoregressive Image Generation
- CVPR 2026Progressive Neural Architecture Generation
- CVPR 2026PROMO Promptable Outfitting for Efficient High-Fidelity Virtual Try-On
- CVPR 2026PROMPTMINER Black-Box Prompt Stealing against Text-to-Image Generative Models via Reinforcement
- CVPR 2026Property-Informed Diffusion-Based Text-to-Microstructure Generation
- CVPR 2026Prototype-based Causal Intervention for Multi-Label Image Classification
- CVPR 2026Prototype-Guided Concept Erasure in Diffusion Models
- CVPR 2026Proxy-Tuning Tailoring Multimodal Autoregressive Models for Subject-Driven Image Generation
- CVPR 2026PSR Scaling Multi-Subject Personalized Image Generation with Pairwise Subject-Consistency Rewards
- CVPR 2026PureCC Pure Learning for Text-to-Image Concept Customization
- CVPR 2026PyraTok Language-Aligned Pyramidal Tokenizer for Video Understanding and Generation
- CVPR 2026Qwen-Image-Layered Towards Inherent Editability via Layer Decomposition
- CVPR 2026R2TUA Reconstruction-residual Based Targeted and Untargeted Attack Against Text-Image Person
- CVPR 2026RAISE Requirement-Adaptive Evolutionary Refinement for Training-Free Text-to-Image Alignment
- CVPR 2026RAVEN Erasing Invisible Watermarks via Novel View Synthesis
- CVPR 2026RDF-MIG A Robust Diffusion Framework for Masked Image Generation to
- CVPR 2026RDFace A Benchmark Dataset for Rare Disease Facial Image Analysis
- CVPR 2026Re-Align Structured Reasoning-guided Alignment for In-Context Image Generation and Editing
- CVPR 2026RealBirdID Benchmarking Bird Species Identification in the Era of MLLMs
- CVPR 2026ReAlign Generalizable Image Forgery Detection via Reasoning-Aligned Representation
- CVPR 2026Realiz3D 3D Generation Made Photorealistic via Domain-Aware Learning
- CVPR 2026ReasonX MLLM-Guided Intrinsic Image Decomposition
- CVPR 2026ReAttnCLIP Training-Free Open-Vocabulary Remote Sensing Image Segmentation via Re-defined Attention
- CVPR 2026ReCALL Recalibrating Capability Degradation for MLLM-based Composed Image Retrieval
- CVPR 2026ReCoFuse Ultra-Robust Image Fusion via Restorative Multi-Modal Diffusion Reciprocal Coupling
- CVPR 2026Rectifying Latent Space for Generative Single-Image Reflection Removal
- CVPR 2026RecTok Reconstruction Distillation along Rectified Flow
- CVPR 2026Refining Few-Step Text-to-Multiview Diffusion via Reinforcement Learning
- CVPR 2026Reflection Separation from a Single Image via Joint Latent Diffusion
- CVPR 2026ReflexSplit Single Image Reflection Separation via Layer Fusion-Separation
- CVPR 2026Refracting Reality Generating Images with Realistic Transparent Objects
- CVPR 2026RegionFuse Region-Adaptive Pixel Distribution Learning for Infrared and Visible Image
- CVPR 2026Remote Sensing Image Super-Resolution for Imbalanced Textures A Texture-Aware Diffusion
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。