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 52 / 104 页
- ICLR 2025Refine-by-Align: Reference-Guided Artifacts Refinement through Semantic Alignment
- ICLR 2025Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation
- ICLR 2025Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think
- ICLR 2025Resolution Attack: Exploiting Image Compression to Deceive Deep Neural Networks
- ICLR 2025Rethinking Artistic Copyright Infringements In the Era Of Text-to-Image Generative Models
- ICLR 2025Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models
- ICLR 2025RGB-Event ISP: The Dataset and Benchmark
- ICLR 2025Robust Watermarking Using Generative Priors Against Image Editing: From Benchmarking to Advances
- ICLR 2025SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation
- ICLR 2025Salvage: Shapley-distribution Approximation Learning Via Attribution Guided Exploration for Explainable Image Classification
- ICLR 2025SANA: Efficient High-Resolution Text-to-Image Synthesis with Linear Diffusion Transformers
- ICLR 2025Scaling up Masked Diffusion Models on Text
- ICLR 2025ScImage: How good are multimodal large language models at scientific text-to-image generation?
- ICLR 2025SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation
- ICLR 2025See It from My Perspective: How Language Affects Cultural Bias in Image Understanding
- ICLR 2025SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation
- ICLR 2025Should VLMs be Pre-trained with Image Data?
- ICLR 2025Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
- ICLR 2025SINGAPO: Single Image Controlled Generation of Articulated Parts in Objects
- ICLR 2025Sitcom-Crafter: A Plot-Driven Human Motion Generation System in 3D Scenes
- ICLR 2025Slot-Guided Adaptation of Pre-trained Diffusion Models for Object-Centric Learning and Compositional Generation
- ICLR 2025Solving Video Inverse Problems Using Image Diffusion Models
- ICLR 2025StochSync: Stochastic Diffusion Synchronization for Image Generation in Arbitrary Spaces
- ICLR 2025Storybooth: Training-Free Multi-Subject Consistency for Improved Visual Storytelling
- ICLR 2025SymDiff: Equivariant Diffusion via Stochastic Symmetrisation
- ICLR 2025SynCamMaster: Synchronizing Multi-Camera Video Generation from Diverse Viewpoints
- ICLR 2025SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints
- ICLR 2025Temporal Heterogeneous Graph Generation with Privacy, Utility, and Efficiency
- ICLR 2025Text-to-Image Rectified Flow as Plug-and-Play Priors
- ICLR 2025Text4Seg: Reimagining Image Segmentation as Text Generation
- ICLR 2025The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation
- ICLR 2025The Superposition of Diffusion Models Using the Itô Density Estimator
- ICLR 2025TIGeR: Unifying Text-to-Image Generation and Retrieval with Large Multimodal Models
- ICLR 2025TIPS: Text-Image Pretraining with Spatial awareness
- ICLR 2025ToddlerDiffusion: Interactive Structured Image Generation with Cascaded Schrödinger Bridge
- ICLR 2025Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
- ICLR 2025Topological Zigzag Spaghetti for Diffusion-based Generation and Prediction on Graphs
- ICLR 2025Towards Multiple Character Image Animation Through Enhancing Implicit Decoupling
- ICLR 2025Towards Realistic Data Generation for Real-World Super-Resolution
- ICLR 2025Towards Semantic Equivalence of Tokenization in Multimodal LLM
- ICLR 2025Towards Understanding Text Hallucination of Diffusion Models via Local Generation Bias
- ICLR 2025Training Free Guided Flow-Matching with Optimal Control
- ICLR 2025Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model
- ICLR 2025Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs
- ICLR 2025TweedieMix: Improving Multi-Concept Fusion for Diffusion-based Image/Video Generation
- ICLR 2025UIFace: Unleashing Inherent Model Capabilities to Enhance Intra-Class Diversity in Synthetic Face Recognition
- ICLR 2025Unbounded: A Generative Infinite Game of Character Life Simulation
- ICLR 2025UniCon: Unidirectional Information Flow for Effective Control of Large-Scale Diffusion Models
- ICLR 2025UniGS: Unified Language-Image-3D Pretraining with Gaussian Splatting
- ICLR 2025Universal Image Restoration Pre-training via Degradation Classification
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。