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 1,721 篇，第 6 / 35 页
- CVPR 2026Head-wise Adaptive Rotary Positional Encoding for Fine-Grained Image Generation
- CVPR 2026Hg-I2P Bridging Modalities for Generalizable Image-to-Point-Cloud Registration via Heterogeneous Graphs
- CVPR 2026HG-Lane High-Fidelity Generation of Lane Scenes under Adverse Weather and
- CVPR 2026HiCoGen Hierarchical Compositional Text-to-Image Generation in Diffusion Models via Reinforcement
- CVPR 2026Hidden Dangers of Compositional Generation Diagnosing Semantic Safety Failures in
- CVPR 2026Hierarchical Concept Embedding Pursuit for Interpretable Image Classification
- CVPR 2026Hierarchical Enhancement of Semantic Priors for Disentangled Text-Driven Motion Generation
- CVPR 2026HiFi-BRep High-Fidelity Latent Representation for Robust B-Rep Generation
- CVPR 2026High-Fidelity Virtual Try-On beyond Paired Data Scarcity via Diffusion-based Cycle-Consistent
- CVPR 2026High-Precision Dichotomous Image Segmentation via Depth Integrity-Prior and Fine-Grained Patch
- CVPR 2026Hilbert Curve-Based Attention Enabling Topology-Preserving Image Tensor Representation for Semantic
- CVPR 2026Hint2Gen Bridging Understanding and Generation via Code-structured Hints
- CVPR 2026HOG-Layout Hierarchical 3D Scene Generation Optimization and Editing via Vision-Language
- CVPR 2026HoloCine Holistic Generation of Cinematic Multi-Shot Long Video Narratives
- CVPR 2026Human Geometry Distribution for 3D Animation Generation
- CVPR 2026Human Interaction-Aware 3D Reconstruction from a Single Image
- CVPR 2026HUMORCHAIN Theory-Guided Multi-Stage Reasoning for Interpretable Multimodal Humor Generation
- CVPR 2026Hybrid Agents for Image Restoration
- CVPR 2026Hyperbolic Busemann Neural Networks
- CVPR 2026Hyperbolic Defect Feature Synthesis for Few-Shot Defect Classification
- CVPR 2026I2I-Bench A Comprehensive Benchmark Suite for Image-to-Image Editing Models
- CVPR 2026ID-Sim An Identity-Focused Similarity Metric
- CVPR 2026Identity-Preserving Image-to-Video Generation via Reward-Guided Optimization
- CVPR 2026IFCSR Inference-Free Fidelity-Realism Control for One-Step Diffusion-based Real-World Image Super-Resolution
- CVPR 2026Illustrators Depth Monocular Layer Index Prediction for Image Decomposition
- CVPR 2026Image Diffusion Preview with Consistency Solver
- CVPR 2026Image Generation from Contextually-Contradictory Prompts
- CVPR 2026Image Guides Images Consistent Video Amodal Completion with Rectified In-Context
- CVPR 2026Image-based Outlier Synthesis With Training Data
- CVPR 2026Image-Guided Geometric Stylization of 3D Meshes
- CVPR 2026ImageRAGTurbo Towards One-step Text-to-Image Generation with Retrieval-Augmented Diffusion Models
- CVPR 2026iMontage Unified Versatile Highly Dynamic Many-to-many Image Generation
- CVPR 2026Improving Controllable Generation Faster Training and Better Performance via x0-Supervision
- CVPR 2026Improving Motion in Image-to-Video Models via Adaptive Low-Pass Guidance
- CVPR 2026Improving Text-to-Image Generation with Intrinsic Self-Confidence Rewards
- CVPR 2026InnoAds-Composer Efficient Condition Composition for E-Commerce Poster Generation
- CVPR 2026InstantRetouch Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space
- CVPR 2026Inter-Edit First Benchmark for Interactive Instruction-Based Image Editing
- CVPR 2026Interact2Ar Full-Body Human-Human Interaction Generation via Autoregressive Diffusion Models
- CVPR 2026Interpretable Prompts made Edit-Friendly Token-to-Token Similarity Reduction in dLLMs for
- CVPR 2026Intrinsic Image Fusion for Multi-View 3D Material Reconstruction
- CVPR 2026IntroSVG Learning from Rendering Feedback for Text-to-SVG Generation via an
- CVPR 2026Iris Integrating Language into Diffusion-based Monocular Depth Estimation
- CVPR 2026Is Bin Generation Indispensable A Bin-Generation-Free Dataset Quantization via Semantic
- CVPR 2026IVAAN Instance-level Vision-Language Alignment via Attribute-Guided Text Prompts Generation for
- CVPR 2026Jailbreaking Vision-Language Models via Dissonance-Guided Suffix Optimization and Image-Phrase Injection
- CVPR 2026JANUS A Lightweight Framework for Jailbreaking Text-to-Image Models via Distribution
- CVPR 2026Joint Spectral Image Reconstruction and Semantic Segmentation with Cooperative Unfolding
- CVPR 2026KAMP Knowledge-Anchored Multimodal Pretraining Framework for Medical Image Representation
- CVPR 2026Kontinuous Kontext Continuous Strength Control for Instruction-based Image Editing
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。