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 199 篇，第 4 / 4 页
- ICLR 2024Perceptual Group Tokenizer: Building Perception with Iterative Grouping
- ICLR 2024Personalize Segment Anything Model with One Shot
- ICLR 2024PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis
- ICLR 2024Pre-training with Random Orthogonal Projection Image Modeling
- ICLR 2024Probabilistic Adaptation of Black-Box Text-to-Video Models
- ICLR 2024Progressive3D: Progressively Local Editing for Text-to-3D Content Creation with Complex Semantic Prompts
- ICLR 2024PromptTTS 2: Describing and Generating Voices with Text Prompt
- ICLR 2024Provable Robust Watermarking for AI-Generated Text
- ICLR 2024R&B: Region and Boundary Aware Zero-shot Grounded Text-to-image Generation
- ICLR 2024Real-Fake: Effective Training Data Synthesis Through Distribution Matching
- ICLR 2024Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis
- ICLR 2024Recursive Generalization Transformer for Image Super-Resolution
- ICLR 2024Relay Diffusion: Unifying diffusion process across resolutions for image synthesis
- ICLR 2024Ring-A-Bell! How Reliable are Concept Removal Methods For Diffusion Models?
- ICLR 2024Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs
- ICLR 2024Safe and Robust Watermark Injection with a Single OoD Image
- ICLR 2024SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation
- ICLR 2024ScaleCrafter: Tuning-free Higher-Resolution Visual Generation with Diffusion Models
- ICLR 2024SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis
- ICLR 2024SE(3)-Stochastic Flow Matching for Protein Backbone Generation
- ICLR 2024Seer: Language Instructed Video Prediction with Latent Diffusion Models
- ICLR 2024SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction
- ICLR 2024Sentence-level Prompts Benefit Composed Image Retrieval
- ICLR 2024Sin3DM: Learning a Diffusion Model from a Single 3D Textured Shape
- ICLR 2024SLiMe: Segment Like Me
- ICLR 2024Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution
- ICLR 2024Source-Free and Image-Only Unsupervised Domain Adaptation for Category Level Object Pose Estimation
- ICLR 2024Space Group Constrained Crystal Generation
- ICLR 2024Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation
- ICLR 2024SyncDreamer: Generating Multiview-consistent Images from a Single-view Image
- ICLR 2024T-MARS: Improving Visual Representations by Circumventing Text Feature Learning
- ICLR 2024Tag2Text: Guiding Vision-Language Model via Image Tagging
- ICLR 2024TapMo: Shape-aware Motion Generation of Skeleton-free Characters
- ICLR 2024TextField3D: Towards Enhancing Open-Vocabulary 3D Generation with Noisy Text Fields
- ICLR 2024The Consensus Game: Language Model Generation via Equilibrium Search
- ICLR 2024The Hidden Language of Diffusion Models
- ICLR 2024The Unreasonable Effectiveness of Linear Prediction as a Perceptual Metric
- ICLR 2024TokenFlow: Consistent Diffusion Features for Consistent Video Editing
- ICLR 2024TOSS: High-quality Text-guided Novel View Synthesis from a Single Image
- ICLR 2024Towards image compression with perfect realism at ultra-low bitrates
- ICLR 2024Uncertainty-aware Graph-based Hyperspectral Image Classification
- ICLR 2024Universal Backdoor Attacks
- ICLR 2024Unpaired Image-to-Image Translation via Neural Schrödinger Bridge
- ICLR 2024Unveiling and Manipulating Prompt Influence in Large Language Models
- ICLR 2024VersVideo: Leveraging Enhanced Temporal Diffusion Models for Versatile Video Generation
- ICLR 2024Vision-by-Language for Training-Free Compositional Image Retrieval
- ICLR 2024WildFusion: Learning 3D-Aware Latent Diffusion Models in View Space
- ICLR 2024Würstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion Models
- ICLR 2024Xformer: Hybrid X-Shaped Transformer for Image Denoising
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。