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 15 / 104 页
- ICLR 2026Adaptive Logit Adjustment for Debiasing Multimodal Language Models
- ICLR 2026Addressing Pitfalls in the Evaluation of Uncertainty Estimation Methods for Natural Language Generation
- ICLR 2026Advancing End-to-End Pixel-Space Generative Modeling via Self-Supervised Pre-Training
- ICLR 2026Algorithm Generation via Creative Ideation
- ICLR 2026Aligned Novel View Image and Geometry Synthesis via Cross-modal Attention Instillation
- ICLR 2026Alignment through Meta-Weighted Online Sampling: Bridging the Gap between Data Generation and Preference Optimization
- ICLR 2026All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning
- ICLR 2026Anchor Frame Bridging for Coherent First-Last Frame Video Generation
- ICLR 2026Animating the Uncaptured: Humanoid Mesh Animation with Video Diffusion Models
- ICLR 2026Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment Modeling
- ICLR 2026Any-step Generation via N-th Order Recursive Consistent Velocity Field Estimation
- ICLR 2026APT: Towards Universal Scene Graph Generation via Plug-in Adaptive Prompt Tuning
- ICLR 2026Arbitrary-Shaped Image Generation via Spherical Neural Field Diffusion
- ICLR 2026AssetFormer: Modular 3D Assets Generation with Autoregressive Transformer
- ICLR 2026Asynchronous Denoising Diffusion Models for Aligning Text-to-Image Generation
- ICLR 2026ATGen: Adversarial Reinforcement Learning for Test Case Generation
- ICLR 2026Attack-Resistant Watermarking for AIGC Image Forensics via Diffusion-based Semantic Deflection
- ICLR 2026Aurelius: Relation Aware Text-to-Audio Generation At Scale
- ICLR 2026AutoFigure: Generating and Refining Publication-Ready Scientific Illustrations
- ICLR 2026Automatic Image-Level Morphological Trait Annotation for Organismal Images
- ICLR 2026Autoregressive Image Generation with Randomized Parallel Decoding
- ICLR 2026Autoregressive-based Progressive Coding for Ultra-Low Bitrate Image Compression
- ICLR 2026Avoid Catastrophic Forgetting with Rank-1 Fisher from Diffusion Models
- ICLR 2026BAR: Refactor the Basis of Autoregressive Visual Generation
- ICLR 2026Beyond Frequency: Scoring-Driven Debiasing for Object Detection via Blueprint-Prompted Image Synthesis
- ICLR 2026Beyond Text-to-Image: Liberating Generation with a Unified Discrete Diffusion Model
- ICLR 2026BézierFlow: Learning Bézier Stochastic Interpolant Schedulers for Few-Step Generation
- ICLR 2026BideDPO: Conditional Image Generation with Simultaneous Text and Condition Alignment
- ICLR 2026BindWeave: Subject-Consistent Video Generation via Cross-Modal Integration
- ICLR 2026BLADE: Block-Sparse Attention Meets Step Distillation for Efficient Video Generation
- ICLR 2026Bridging Degradation Discrimination and Generation for Universal Image Restoration
- ICLR 2026Bures-Wasserstein Flow Matching for Graph Generation
- ICLR 2026CAGE: A Framework for Culturally Adaptive Red-Teaming Benchmark Generation
- ICLR 2026CARL: Camera-Agnostic Representation Learning for Spectral Image Analysis
- ICLR 2026ChainMPQ: Interleaved Text-Image Reasoning Chains for Mitigating Relation Hallucinations
- ICLR 2026CIAR: Interval-based Collaborative Decoding for Image Generation Acceleration
- ICLR 2026CineTrans: Learning to Generate Videos with Cinematic Transitions via Masked Diffusion Models
- ICLR 2026CO3: CONTRASTING CONCEPTS COMPOSE BETTER
- ICLR 2026CoDi: Subject-Consistent and Pose-Diverse Text-to-Image Generation
- ICLR 2026CoEmoGen: Towards Semantically-Coherent and Scalable Emotional Image Content Generation
- ICLR 2026Condition Errors Refinement in Autoregressive Image Generation with Diffusion Loss
- ICLR 2026Condition Matters in Full-head 3D GANs
- ICLR 2026CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition
- ICLR 2026Consistent Text-to-Image Generation via Scene De-Contextualization
- ICLR 2026Constantly Improving Image Models Need Constantly Improving Benchmarks
- ICLR 2026Constrained Decoding of Diffusion LLMs with Context-Free Grammars
- ICLR 2026ContextGen: Contextual Layout Anchoring for Identity-Consistent Multi-Instance Generation
- ICLR 2026Continual Unlearning for Text-to-Image Diffusion Models: A Regularization Perspective
- ICLR 2026Continuously Augmented Discrete Diffusion model for Categorical Generative Modeling
- ICLR 2026Controllable diffusion-based generation for multi-channel biological data
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。