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 35 / 104 页
- NeurIPS 2026Video Generation Research Needs a Legally Sustainable Data Infrastructure
- NeurIPS 2026VideoMDM: Towards 3D Human Motion Generation From 2D Supervision
- NeurIPS 2026VisionCreator-S1: Evolving Visual-Generation Agents via Skill-GRPO Optimization
- NeurIPS 2026VolCo: Volumetric Contact for High-Fidelity Human Grasp Generation
- NeurIPS 2026VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching
- NeurIPS 2026VUM: Visual Unified Models for Image Generation and Perception
- NeurIPS 2026WaveGen: Truly End-to-End Waveform Generation via Internal Spectral Trajectory Learning
- NeurIPS 2026What Matters for Diffusion-Friendly Latent Manifold? Prior-Aligned Autoencoders for Latent Diffusion
- NeurIPS 2026When Do Cosine Prototypes Mislead? A Whitening-Aware Benchmark for Frozen-Feature Image Classification
- NeurIPS 2026When Should LLMs Be Less Specific? Selective Abstraction for Reliable Long-Form Text Generation
- NeurIPS 2026When Think-with-Image Meets Safety: What Determines Multimodal Jailbreak Robustness?
- NeurIPS 2026Where Do Long Captions Fail? Position-Aware Diagnosis and Reinforcement Learning for Detailed Image Captioning
- NeurIPS 2026Where to Look Is Not How to Fix: Pre-Denoising Diagnostics and Modality-Dependent Control in Diffusion Composition
- NeurIPS 2026Which Tokens to Merge? Diffusion Dynamics for Efficient Image Generation
- NeurIPS 2026Why Do DiT Editors Drift? Plug-and-Play Low Frequency Alignment in VAE Latent Space
- NeurIPS 2026World Tracing: Pixel-Aligned Geometry Beyond the Visible
- NeurIPS 2026WorldSR: Harnessing World Knowledge Search for Grounded Image Super-Resolution
- NeurIPS 2026WovenAnchor Matcher: Specialized Intra- and Inter-Image Context Modeling for Feature Matching
- NeurIPS 2026X2HDR: HDR Image Generation in a Perceptually Uniform Space
- NeurIPS 2026XTraj: A Coarse-to-Fine Autoregressive Framework for Transferable Trajectory Generation
- NeurIPS 2026You Can’t Have It Both Ways: Concept Entanglement Limits Diffusion Model Unlearning
- CVPR 20253D-HGS: 3D Half-Gaussian Splatting
- CVPR 20254D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models
- CVPR 2025A Bias-Free Training Paradigm for More General AI-generated Image Detection
- CVPR 2025A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation
- CVPR 2025A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition
- CVPR 2025A Regularization-Guided Equivariant Approach for Image Restoration
- CVPR 2025A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation
- CVPR 2025A Unified Image-Dense Annotation Generation Model for Underwater Scenes
- CVPR 2025A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts
- CVPR 2025ABBSPO: Adaptive Bounding Box Scaling and Symmetric Prior based Orientation Prediction for Detecting Aerial Image Objects
- CVPR 2025Acc3D: Accelerating Single Image to 3D Diffusion Models via Edge Consistency Guided Score Distillation
- 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
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。