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 1,371 篇，第 15 / 28 页
- NeurIPS 2025ObCLIP: Oblivious CLoud-Device Hybrid Image Generation with Privacy Preservation
- NeurIPS 2025OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data
- NeurIPS 2025Omnidirectional 3D Scene Reconstruction from Single Image
- NeurIPS 2025OmniGen-AR: AutoRegressive Any-to-Image Generation
- NeurIPS 2025OmniSVG: A Unified Scalable Vector Graphics Generation Model
- NeurIPS 2025OmniTry: Virtual Try-On Anything without Masks
- NeurIPS 2025On Fairness of Unified Multimodal Large Language Model for Image Generation
- NeurIPS 2025On the Entropy Calibration of Language Models
- NeurIPS 2025On Union-Closedness of Language Generation
- NeurIPS 2025One Stone with Two Birds: A Null-Text-Null Frequency-Aware Diffusion Models for Text-Guided Image Inpainting
- NeurIPS 2025One-Step Diffusion-Based Image Compression with Semantic Distillation
- NeurIPS 2025One-Step is Enough: Sparse Autoencoders for Text-to-Image Diffusion Models
- NeurIPS 2025OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation
- NeurIPS 2025OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts
- NeurIPS 2025OptiScene: LLM-driven Indoor Scene Layout Generation via Scaled Human-aligned Data Synthesis and Multi-Stage Preference Optimization
- NeurIPS 2025ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation
- NeurIPS 2025Orochi: Versatile Biomedical Image Processor
- NeurIPS 2025OSCAR: One-Step Diffusion Codec Across Multiple Bit-rates
- NeurIPS 2025OverLayBench: A Benchmark for Layout-to-Image Generation with Dense Overlaps
- NeurIPS 2025OVERT: A Benchmark for Over-Refusal Evaluation on Text-to-Image Models
- NeurIPS 2025PairEdit: Learning Semantic Variations for Exemplar-based Image Editing
- NeurIPS 2025PandaPose: 3D Human Pose Lifting from a Single Image via Propagating 2D Pose Prior to 3D Anchor Space
- NeurIPS 2025Panoptic Captioning: An Equivalence Bridge for Image and Text
- NeurIPS 2025PanoWan: Lifting Diffusion Video Generation Models to 360$^\circ$ with Latitude/Longitude-aware Mechanisms
- NeurIPS 2025Parameterized Synthetic Text Generation with SimpleStories
- NeurIPS 2025PAROAttention: Pattern-Aware ReOrdering for Efficient Sparse and Quantized Attention in Visual Generation Models
- NeurIPS 2025PartCrafter: Structured 3D Mesh Generation via Compositional Latent Diffusion Transformers
- NeurIPS 2025PathVQ: Reforming Computational Pathology Foundation Model for Whole Slide Image Analysis via Vector Quantization
- NeurIPS 2025PBR-SR: Mesh PBR Texture Super Resolution from 2D Image Priors
- NeurIPS 2025Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos
- NeurIPS 2025Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models
- NeurIPS 2025PF∆: A Benchmark Dataset for Power Flow under Load, Generation, and Topology Variations
- NeurIPS 2025Pin the Tail on the Model: Blindfolded Repair of User-Flagged Failures in Text-to-Image Services
- NeurIPS 2025PIVNO: Particle Image Velocimetry Neural Operator
- NeurIPS 2025PixPerfect: Seamless Latent Diffusion Local Editing with Discriminative Pixel-Space Refinement
- NeurIPS 2025Plenodium: Underwater 3D Scene Reconstruction with Plenoptic Medium Representation
- NeurIPS 2025Plug-and-Play Context Feature Reuse for Efficient Masked Generation
- NeurIPS 2025PocketSR: The Super-Resolution Expert in Your Pocket Mobiles
- NeurIPS 2025PoGDiff: Product-of-Gaussians Diffusion Models for Imbalanced Text-to-Image Generation
- NeurIPS 2025Policy Optimized Text-to-Image Pipeline Design
- NeurIPS 2025PolyJuice Makes It Real: Black-Box, Universal Red Teaming for Synthetic Image Detectors
- NeurIPS 2025PolyVivid: Vivid Multi-Subject Video Generation with Cross-Modal Interaction and Enhancement
- NeurIPS 2025PoseCrafter: Extreme Pose Estimation with Hybrid Video Synthesis
- NeurIPS 2025Precise Information Control in Long-Form Text Generation
- NeurIPS 2025Preventing Shortcuts in Adapter Training via Providing the Shortcuts
- NeurIPS 2025Projection-Manifold Regularized Latent Diffusion for Robust General Image Fusion
- NeurIPS 2025Prompt-Guided Alignment with Information Bottleneck Makes Image Compression Also a Restorer
- NeurIPS 2025PyraMotion: Attentional Pyramid-Structured Motion Integration for Co-Speech 3D Gesture Synthesis
- NeurIPS 2025Q-Insight: Understanding Image Quality via Visual Reinforcement Learning
- NeurIPS 2025QuARI: Query Adaptive Retrieval Improvement
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。