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 1,721 篇，第 11 / 35 页
- CVPR 2026ResDiT Evoking the Intrinsic Resolution Scalability in Diffusion Transformers
- CVPR 2026Residual Decoder Adapter ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering
- CVPR 2026Residual Diffusion Bridge Model for Image Restoration
- CVPR 2026ResiHMR Residual-Limb Aware Single-Image 3D Human Mesh Recovery for Individuals
- CVPR 2026Resolving Endpoint Underfitting in Diffusion Bridges via Noise Alignment
- CVPR 2026Resolving the Identity Crisis in Text-to-Image Generation
- CVPR 2026Restore Assess Repeat A Unified Framework for Iterative Image Restoration
- CVPR 2026Restore Text First Enhance Image Later Two-Stage Scene Text Image
- CVPR 2026RetFormer Multimodal Retrieval for Enhancing Image Recognition
- CVPR 2026Rethinking BCE Loss for Multi-Label Image Recognition with Fine-Tuning
- CVPR 2026Rethinking Glyph Spatial Information in Font Generation
- CVPR 2026Rethinking Knowledge Transfer in Image Quality Assessment A Perceptual Preference
- CVPR 2026Rethinking Prompt Design for Inference-time Scaling in Text-to-Visual Generation
- CVPR 2026Rethinking UMM Visual Generation Masked Modeling for Efficient Image-Only Pre-training
- CVPR 2026Retrieve-to-Restore Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank
- CVPR 2026Revisiting 2D Foundation Models for Scalable 3D Medical Image Classification
- CVPR 2026Revisiting Geometric Obfuscation with Dual Convergent Lines for Privacy-Preserving Image
- CVPR 2026RewardFlow Generate Images by Optimizing What You Reward
- CVPR 2026RL-ScanIQA Reinforcement-Learned Scanpaths for Blind 360deg Image Quality Assessment
- CVPR 2026RobotSeg A Model and Dataset for Segmenting Robots in Image
- CVPR 2026Robust Remote Sensing Image-Text Retrieval with Noisy Correspondence
- CVPR 2026Role-SynthCLIP A Role-Play Driven Diverse Synthetic Data Approach
- CVPR 2026RunawayEvil Jailbreaking the Image-to-Video Generative Models
- CVPR 2026SafeLogo Turning Your Logos into Jailbreak Shields via Micro-Regional Adversarial
- CVPR 2026SafeRoPE Risk-specific Head-wise Embedding Rotation for Safe Generation in Rectified
- CVPR 2026SAT-RRG LLM-Guided Self-Adaptive Training for Radiology Report Generation with Token-Level
- CVPR 2026Say Cheese Detail-Preserving Portrait Collection Generation via Natural Language Edits
- CVPR 2026Scalable Trajectory Generation for Whole-Body Mobile Manipulation
- CVPR 2026Scaling Multi-Identity Consistency for Image Customization via Multi-to-Multi Matching Paradigm
- CVPR 2026Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes
- CVPR 2026Scaling Zero-Shot Reference-to-Video Generation
- CVPR 2026ScenDi 3D-to-2D Scene Diffusion Cascades for Urban Generation
- CVPR 2026SceneMaker Open-set 3D Scene Generation with Decoupled De-occlusion and Pose
- CVPR 2026SCIEval Evaluating and Benchmarking the Faithfulness of Scientific Image Generation
- CVPR 2026Scone Bridging Composition and Distinction in Subject-Driven Image Generation via
- CVPR 2026SD-FSMIS Adapting Stable Diffusion for Few-Shot Medical Image Segmentation
- CVPR 2026SDUIE Semi-Supervised Diffusion for Underwater Image Enhancement with Quant-Text Dual
- CVPR 2026SearchAD Large-Scale Rare Image Retrieval Dataset for Autonomous Driving
- CVPR 2026Seeing What Matters Visual Preference Policy Optimization for Visual Generation
- CVPR 2026SeeThrough3D Occlusion Aware 3D Control in Text-to-Image Generation
- CVPR 2026SegGBC Justifiable Coarse-to-Fine Granular-Ball Computing for Enhancing Clustering Image Segmentation
- CVPR 2026Selectively Extracting and Injecting Visual Attributes into Text-to-Image Models
- CVPR 2026Self-Consistency for LLM-Based Motion Trajectory Generation and Verification
- CVPR 2026Self-Corrected Image Generation with Explainable Latent Rewards
- CVPR 2026Self-Evaluation Unlocks Any-Step Text-to-Image Generation
- CVPR 2026Self-guided Semantic Inspection for Zero-Shot Composed Image Retrieval
- CVPR 2026Self-Paced and Self-Corrective Masked Prediction for Movie Trailer Generation
- CVPR 2026Semantic Scale Space A Framework for Controllable Image Abstraction
- CVPR 2026SG-LoRA Semantic-guided LoRA Parameters Generation
- CVPR 2026SGI Structured 2D Gaussians for Efficient and Compact Large Image
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。