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 66 / 104 页
- CVPR 2024CGI-DM: Digital Copyright Authentication for Diffusion Models via Contrasting Gradient Inversion
- CVPR 2024Characteristics Matching Based Hash Codes Generation for Efficient Fine-grained Image Retrieval
- CVPR 2024Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding
- CVPR 2024Check Locate Rectify: A Training-Free Layout Calibration System for Text-to-Image Generation
- CVPR 2024Classes Are Not Equal: An Empirical Study on Image Recognition Fairness
- CVPR 2024CLIB-FIQA: Face Image Quality Assessment with Confidence Calibration
- CVPR 2024CLIP-Driven Open-Vocabulary 3D Scene Graph Generation via Cross-Modality Contrastive Learning
- CVPR 2024CLIPtone: Unsupervised Learning for Text-based Image Tone Adjustment
- CVPR 2024Clockwork Diffusion: Efficient Generation With Model-Step Distillation
- CVPR 2024Clustering Propagation for Universal Medical Image Segmentation
- CVPR 2024Coarse-to-Fine Latent Diffusion for Pose-Guided Person Image Synthesis
- CVPR 2024CoDe: An Explicit Content Decoupling Framework for Image Restoration
- CVPR 2024Codebook Transfer with Part-of-Speech for Vector-Quantized Image Modeling
- CVPR 2024CoDi-2: In-Context Interleaved and Interactive Any-to-Any Generation
- CVPR 2024CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image Generation
- CVPR 2024Color Shift Estimation-and-Correction for Image Enhancement
- CVPR 2024Composing Object Relations and Attributes for Image-Text Matching
- CVPR 2024Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models
- CVPR 2024Condition-Aware Neural Network for Controlled Image Generation
- CVPR 2024CONFORM: Contrast is All You Need for High-Fidelity Text-to-Image Diffusion Models
- CVPR 2024Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior
- CVPR 2024Constrained Layout Generation with Factor Graphs
- CVPR 2024Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation
- CVPR 2024ConTex-Human: Free-View Rendering of Human from a Single Image with Texture-Consistent Synthesis
- CVPR 2024Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real World
- CVPR 2024ControlRoom3D: Room Generation using Semantic Proxy Rooms
- CVPR 2024CoralSCOP: Segment any COral Image on this Planet
- CVPR 2024CORE-MPI: Consistency Object Removal with Embedding MultiPlane Image
- CVPR 2024Correcting Diffusion Generation through Resampling
- CVPR 2024Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration
- CVPR 2024CoSeR: Bridging Image and Language for Cognitive Super-Resolution
- CVPR 2024CosmicMan: A Text-to-Image Foundation Model for Humans
- CVPR 2024Countering Personalized Text-to-Image Generation with Influence Watermarks
- CVPR 2024CPR: Retrieval Augmented Generation for Copyright Protection
- CVPR 2024CricaVPR: Cross-image Correlation-aware Representation Learning for Visual Place Recognition
- CVPR 2024Cross Initialization for Face Personalization of Text-to-Image Models
- CVPR 2024Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation
- CVPR 2024Customization Assistant for Text-to-Image Generation
- CVPR 2024CustomListener: Text-guided Responsive Interaction for User-friendly Listening Head Generation
- CVPR 2024CVT-xRF: Contrastive In-Voxel Transformer for 3D Consistent Radiance Fields from Sparse Inputs
- CVPR 2024D3still: Decoupled Differential Distillation for Asymmetric Image Retrieval
- CVPR 2024DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations
- CVPR 2024Deep Equilibrium Diffusion Restoration with Parallel Sampling
- CVPR 2024Deep Generative Model based Rate-Distortion for Image Downscaling Assessment
- CVPR 2024Deep Single Image Camera Calibration by Heatmap Regression to Recover Fisheye Images Under Manhattan World Assumption
- CVPR 2024Defense Against Adversarial Attacks on No-Reference Image Quality Models with Gradient Norm Regularization
- CVPR 2024DemoCaricature: Democratising Caricature Generation with a Rough Sketch
- CVPR 2024DemoFusion: Democratising High-Resolution Image Generation With No $$$
- CVPR 2024Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing
- CVPR 2024Describing Differences in Image Sets with Natural Language
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。