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 543 篇，第 11 / 11 页
- CVPR 2024Tune-An-Ellipse: CLIP Has Potential to Find What You Want
- CVPR 2024Tyche: Stochastic In-Context Learning for Medical Image Segmentation
- CVPR 2024UDiFF: Generating Conditional Unsigned Distance Fields with Optimal Wavelet Diffusion
- CVPR 2024UFOGen: You Forward Once Large Scale Text-to-Image Generation via Diffusion GANs
- CVPR 2024UltrAvatar: A Realistic Animatable 3D Avatar Diffusion Model with Authenticity Guided Textures
- CVPR 2024Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
- CVPR 2024UniGS: Unified Representation for Image Generation and Segmentation
- CVPR 2024UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization
- CVPR 2024Unlocking Pre-trained Image Backbones for Semantic Image Synthesis
- CVPR 2024Unmixing Before Fusion: A Generalized Paradigm for Multi-Source-based Hyperspectral Image Synthesis
- CVPR 2024Unmixing Diffusion for Self-Supervised Hyperspectral Image Denoising
- CVPR 2024Unsupervised 3D Structure Inference from Category-Specific Image Collections
- CVPR 2024Unsupervised Blind Image Deblurring Based on Self-Enhancement
- CVPR 2024Unsupervised Universal Image Segmentation
- CVPR 2024UV-IDM: Identity-Conditioned Latent Diffusion Model for Face UV-Texture Generation
- CVPR 2024VA3: Virtually Assured Amplification Attack on Probabilistic Copyright Protection for Text-to-Image Generative Models
- CVPR 2024VecFusion: Vector Font Generation with Diffusion
- CVPR 2024Vector Graphics Generation via Mutually Impulsed Dual-domain Diffusion
- CVPR 2024Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation
- CVPR 2024VideoBooth: Diffusion-based Video Generation with Image Prompts
- CVPR 2024ViewDiff: 3D-Consistent Image Generation with Text-to-Image Models
- CVPR 2024ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification
- CVPR 2024Visual Delta Generator with Large Multi-modal Models for Semi-supervised Composed Image Retrieval
- CVPR 2024Visual Fact Checker: Enabling High-Fidelity Detailed Caption Generation
- CVPR 2024Visual Layout Composer: Image-Vector Dual Diffusion Model for Design Layout Generation
- CVPR 2024ViT-Lens: Towards Omni-modal Representations
- CVPR 2024VoCo: A Simple-yet-Effective Volume Contrastive Learning Framework for 3D Medical Image Analysis
- CVPR 2024VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift
- CVPR 2024WaveFace: Authentic Face Restoration with Efficient Frequency Recovery
- CVPR 2024Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration
- CVPR 2024WaveMo: Learning Wavefront Modulations to See Through Scattering
- CVPR 2024Weakly Supervised Monocular 3D Detection with a Single-View Image
- CVPR 2024When StyleGAN Meets Stable Diffusion: a W+ Adapter for Personalized Image Generation
- CVPR 2024WildlifeMapper: Aerial Image Analysis for Multi-Species Detection and Identification
- CVPR 2024Wonder3D: Single Image to 3D using Cross-Domain Diffusion
- CVPR 2024WonderJourney: Going from Anywhere to Everywhere
- CVPR 2024WOUAF: Weight Modulation for User Attribution and Fingerprinting in Text-to-Image Diffusion Models
- CVPR 2024X-Adapter: Adding Universal Compatibility of Plugins for Upgraded Diffusion Model
- CVPR 2024XFeat: Accelerated Features for Lightweight Image Matching
- CVPR 2024You'll Never Walk Alone: A Sketch and Text Duet for Fine-Grained Image Retrieval
- CVPR 2024Your Image is My Video: Reshaping the Receptive Field via Image-To-Video Differentiable AutoAugmentation and Fusion
- CVPR 2024Your Student is Better Than Expected: Adaptive Teacher-Student Collaboration for Text-Conditional Diffusion Models
- CVPR 2024Zero-Painter: Training-Free Layout Control for Text-to-Image Synthesis
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。