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 4 / 11 页
- CVPR 2024Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis
- CVPR 2024Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification
- CVPR 2024Dynamic Prompt Optimizing for Text-to-Image Generation
- CVPR 2024ECLIPSE: A Resource-Efficient Text-to-Image Prior for Image Generations
- CVPR 2024Edit One for All: Interactive Batch Image Editing
- CVPR 2024EditGuard: Versatile Image Watermarking for Tamper Localization and Copyright Protection
- CVPR 2024EfficientDreamer: High-Fidelity and Robust 3D Creation via Orthogonal-view Diffusion Priors
- CVPR 2024EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything
- CVPR 2024EGTR: Extracting Graph from Transformer for Scene Graph Generation
- CVPR 2024ElasticDiffusion: Training-free Arbitrary Size Image Generation through Global-Local Content Separation
- CVPR 2024EmoGen: Emotional Image Content Generation with Text-to-Image Diffusion Models
- CVPR 2024Empowering Resampling Operation for Ultra-High-Definition Image Enhancement with Model-Aware Guidance
- CVPR 2024Emu Edit: Precise Image Editing via Recognition and Generation Tasks
- CVPR 2024Enhance Image Classification via Inter-Class Image Mixup with Diffusion Model
- CVPR 2024Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning
- CVPR 2024EpiDiff: Enhancing Multi-View Synthesis via Localized Epipolar-Constrained Diffusion
- CVPR 2024Equivariant Multi-Modality Image Fusion
- CVPR 2024Equivariant Plug-and-Play Image Reconstruction
- CVPR 2024Estimating Extreme 3D Image Rotations using Cascaded Attention
- CVPR 2024EvalCrafter: Benchmarking and Evaluating Large Video Generation Models
- CVPR 2024Exact Fusion via Feature Distribution Matching for Few-shot Image Generation
- CVPR 2024Explaining the Implicit Neural Canvas: Connecting Pixels to Neurons by Tracing their Contributions
- CVPR 2024FaceChain-SuDe: Building Derived Class to Inherit Category Attributes for One-shot Subject-Driven Generation
- CVPR 2024Fair-VPT: Fair Visual Prompt Tuning for Image Classification
- CVPR 2024FairRAG: Fair Human Generation via Fair Retrieval Augmentation
- CVPR 2024FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion
- CVPR 2024Fixed Point Diffusion Models
- CVPR 2024FlashEval: Towards Fast and Accurate Evaluation of Text-to-image Diffusion Generative Models
- CVPR 2024FlowIE: Efficient Image Enhancement via Rectified Flow
- CVPR 2024FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis
- CVPR 2024FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization
- CVPR 2024Focus on Your Instruction: Fine-grained and Multi-instruction Image Editing by Attention Modulation
- CVPR 2024Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection
- CVPR 2024Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification
- CVPR 2024Free3D: Consistent Novel View Synthesis without 3D Representation
- CVPR 2024FreeControl: Training-Free Spatial Control of Any Text-to-Image Diffusion Model with Any Condition
- CVPR 2024FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept Composition
- CVPR 2024FreeDrag: Feature Dragging for Reliable Point-based Image Editing
- CVPR 2024FreeU: Free Lunch in Diffusion U-Net
- CVPR 2024FreGS: 3D Gaussian Splatting with Progressive Frequency Regularization
- CVPR 2024G-NeRF: Geometry-enhanced Novel View Synthesis from Single-View Images
- CVPR 2024Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models
- CVPR 2024Gaussian Shell Maps for Efficient 3D Human Generation
- CVPR 2024GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Models
- CVPR 2024GAvatar: Animatable 3D Gaussian Avatars with Implicit Mesh Learning
- CVPR 2024GeneAvatar: Generic Expression-Aware Volumetric Head Avatar Editing from a Single Image
- CVPR 2024Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction
- CVPR 2024Generate Like Experts: Multi-Stage Font Generation by Incorporating Font Transfer Process into Diffusion Models
- CVPR 2024Generating Illustrated Instructions
- CVPR 2024Generating Non-Stationary Textures using Self-Rectification
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。