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 349 篇，第 6 / 7 页
- ICLR 2026RePrompt: Reasoning-Augmented Reprompting for Text-to-Image Generation via Reinforcement Learning
- ICLR 2026RestoreVAR: Visual Autoregressive Generation for All-in-One Image Restoration
- ICLR 2026Rethinking Expressivity and Degradation-Awareness in Attention for All-in-One Blind Image Restoration
- ICLR 2026Rethinking Model Calibration through Spectral Entropy Regularization in Medical Image Segmentation
- ICLR 2026Revisiting Global Text Conditioning in Diffusion Transformers
- ICLR 2026RMFlow: Refined Mean Flow by a Noise-Injection Step for Multimodal Generation
- ICLR 2026RobustSpring: Benchmarking Robustness to Image Corruptions for Optical Flow, Scene Flow and Stereo
- ICLR 2026Routing Matters in MoE: Scaling Diffusion Transformers with Explicit Routing Guidance
- ICLR 2026ROVER: Benchmarking Reciprocal Cross-Modal Reasoning for Omnimodal Generation
- ICLR 2026S3OD: Towards Generalizable Salient Object Detection with Synthetic Data
- ICLR 2026SAFETY-GUIDED FLOW (SGF): A UNIFIED FRAMEWORK FOR NEGATIVE GUIDANCE IN SAFE GENERATION
- ICLR 2026Sample Reward Soups: Query-efficient Multi-Reward Guidance for Text-to-Image Diffusion Models
- ICLR 2026Sat3DGen: Comprehensive Street-Level 3D Scene Generation from Single Satellite Image
- ICLR 2026SatDreamer360: Multiview-Consistent Generation of Ground-Level Scenes from Satellite Imagery
- ICLR 2026SAVE: A Generalizable Framework for Multi-Condition Single-Cell Generation with Gene Block Attention
- ICLR 2026Scalable Training for Vector-Quantized Networks with 100% Codebook Utilization
- ICLR 2026Scale-wise Distillation of Diffusion Models
- ICLR 2026ScaleCap: Scalable Image Captioning via Dual-Modality Debiasing
- ICLR 2026Scaling Group Inference for Diverse and High-Quality Generation
- ICLR 2026ScalingCache: Extreme Acceleration of DiTs through Difference Scaling and Dynamic Interval Caching
- ICLR 2026SceneTransporter: Optimal Transport-Guided Compositional Latent Diffusion for Single-Image Structured 3D Scene Generation
- ICLR 2026SE-Diff: Simulator and Experience Enhanced Diffusion Model for Comprehensive ECG Generation
- ICLR 2026Secret-Protected Evolution for Differentially Private Synthetic Text Generation
- ICLR 2026Self-Forcing++: Towards Minute-Scale High-Quality Video Generation
- ICLR 2026SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation
- ICLR 2026SenseFlow: Scaling Distribution Matching for Flow-based Text-to-Image Distillation
- ICLR 2026SERUM: Simple, Efficient, Robust, and Unifying Marking for Diffusion-based Image Generation
- ICLR 2026SesaHand: Enhancing 3D Hand Reconstruction via Controllable Generation with Semantic and Structural Alignment
- ICLR 2026ShapeGen4D: Towards High Quality 4D Shape Generation from Videos
- ICLR 2026SIGMA-GEN: STRUCTURE AND IDENTITY GUIDED MULTI-SUBJECT ASSEMBLY FOR IMAGE GENERATION
- ICLR 2026SimpleGVR: A Simple Baseline for Latent-Cascaded Generative Video Super-Resolution
- ICLR 2026SketchEvo: Leveraging Drawing Dynamics for Enhanced Image Synthesis
- ICLR 2026SketchingReality: From Freehand Scene Sketches to Photorealistic Images
- ICLR 2026Soft-Di[M]O: Improved one-step Image Discrete Model
- ICLR 2026Soft-Masked Diffusion Language Models
- ICLR 2026SONA: Learning Conditional, Unconditional, and Matching-Aware Discriminator
- ICLR 2026Source-Guided Flow Matching
- ICLR 2026SPARTA: Scalable and Principled Benchmark of Tree-Structured Multi-hop QA over Text and Tables
- ICLR 2026Spatial Structure and Selective Text Jointly Facilitate Image Clustering
- ICLR 2026SPRINT: Sparse-Dense Residual Fusion for Efficient Diffusion Transformers
- ICLR 2026SSG: Scaled Spatial Guidance for Multi-Scale Visual Autoregressive Generation
- ICLR 2026STEDiff: Revealing the Spatial and Temporal Redundancy of Backdoor Attacks in Text-to-Image Diffusion Models
- ICLR 2026Story-Iter: A Training-free Iterative Paradigm for Long Story Visualization
- ICLR 2026StoryAlign: Evaluating and Training Reward Models for Story Generation
- ICLR 2026Streaming Autoregressive Video Generation via Diagonal Distillation
- ICLR 2026Stroke3D: Lifting 2D strokes into rigged 3D model via latent diffusion models
- ICLR 2026StyliTruth : Unlocking Stylized yet Truthful LLM Generation via Disentangled Steering
- ICLR 2026TabStruct: Measuring Structural Fidelity of Tabular Data
- ICLR 2026Test-time Domain Generalization for Image Super-resolution
- ICLR 2026Text-Aware Image Restoration with Diffusion Models
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。