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 2,262 篇，第 15 / 46 页
- CVPR 2025Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition
- CVPR 2025ACE: Anti-Editing Concept Erasure in Text-to-Image Models
- CVPR 2025ACL: Activating Capability of Linear Attention for Image Restoration
- CVPR 2025Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration
- CVPR 2025Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration
- CVPR 2025Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution
- CVPR 2025Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
- CVPR 2025ADD: Attribution-Driven Data Augmentation Framework for Boosting Image Super-Resolution
- CVPR 2025Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks
- CVPR 2025Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training
- CVPR 2025Adversarial Diffusion Compression for Real-World Image Super-Resolution
- CVPR 2025Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization
- CVPR 2025AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data Generation
- CVPR 2025AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM
- CVPR 2025Alias-Free Latent Diffusion Models: Improving Fractional Shift Equivariance of Diffusion Latent Space
- CVPR 2025All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising
- CVPR 2025AMO Sampler: Enhancing Text Rendering with Overshooting
- CVPR 2025Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion Model
- CVPR 2025AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstruction
- CVPR 2025Animate and Sound an Image
- CVPR 2025AnimateAnything: Consistent and Controllable Animation for Video Generation
- CVPR 2025AniMo: Species-Aware Model for Text-Driven Animal Motion Generation
- CVPR 2025Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation
- CVPR 2025Any-Resolution AI-Generated Image Detection by Spectral Learning
- CVPR 2025AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
- CVPR 2025Apply Hierarchical-Chain-of-Generation to Complex Attributes Text-to-3D Generation
- CVPR 2025Arbitrary-steps Image Super-resolution via Diffusion Inversion
- CVPR 2025Arc2Avatar: Generating Expressive 3D Avatars from a Single Image via ID Guidance
- CVPR 2025ArcPro: Architectural Programs for Structured 3D Abstraction of Sparse Points
- CVPR 2025Are Images Indistinguishable to Humans Also Indistinguishable to Classifiers?
- CVPR 2025ARM: Appearance Reconstruction Model for Relightable 3D Generation
- CVPR 2025ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation
- CVPR 2025ArtFormer: Controllable Generation of Diverse 3D Articulated Objects
- CVPR 2025ArtiFade: Learning to Generate High-quality Subject from Blemished Images
- CVPR 2025ArtiScene: Language-Driven Artistic 3D Scene Generation Through Image Intermediary
- CVPR 2025Augmenting Perceptual Super-Resolution via Image Quality Predictors
- CVPR 2025Auto-Encoded Supervision for Perceptual Image Super-Resolution
- CVPR 2025AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning
- CVPR 2025AutoPresent: Designing Structured Visuals from Scratch
- CVPR 2025Autoregressive Distillation of Diffusion Transformers
- CVPR 2025BACON: Improving Clarity of Image Captions via Bag-of-Concept Graphs
- CVPR 2025BADGR: Bundle Adjustment Diffusion Conditioned by Gradients for Wide-Baseline Floor Plan Reconstruction
- CVPR 2025Balanced Rate-Distortion Optimization in Learned Image Compression
- CVPR 2025Benchmarking Large Vision-Language Models via Directed Scene Graph for Comprehensive Image Captioning
- CVPR 2025beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation
- CVPR 2025Beyond Generation: A Diffusion-based Low-level Feature Extractor for Detecting AI-generated Images
- CVPR 2025Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning
- CVPR 2025Binarized Neural Network for Multi-spectral Image Fusion
- CVPR 2025BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature
- CVPR 2025BizGen: Advancing Article-level Visual Text Rendering for Infographics Generation
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。