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 1,216 篇，第 7 / 25 页
- CVPR 2024Material Palette: Extraction of Materials from a Single Image
- CVPR 2024MatFuse: Controllable Material Generation with Diffusion Models
- CVPR 2024MeaCap: Memory-Augmented Zero-shot Image Captioning
- CVPR 2024MedM2G: Unifying Medical Multi-Modal Generation via Cross-Guided Diffusion with Visual Invariant
- CVPR 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
- CVPR 2024MeshGPT: Generating Triangle Meshes with Decoder-Only Transformers
- CVPR 2024MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning
- CVPR 2024MicroCinema: A Divide-and-Conquer Approach for Text-to-Video Generation
- CVPR 2024MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis
- CVPR 2024Misalignment-Robust Frequency Distribution Loss for Image Transformation
- CVPR 2024MMA-Diffusion: MultiModal Attack on Diffusion Models
- CVPR 2024MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos
- CVPR 2024MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
- CVPR 2024Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration
- CVPR 2024MoDE: CLIP Data Experts via Clustering
- CVPR 2024Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models
- CVPR 2024Morphable Diffusion: 3D-Consistent Diffusion for Single-image Avatar Creation
- CVPR 2024Move Anything with Layered Scene Diffusion
- CVPR 2024Move as You Say Interact as You Can: Language-guided Human Motion Generation with Scene Affordance
- CVPR 2024MPOD123: One Image to 3D Content Generation Using Mask-enhanced Progressive Outline-to-Detail Optimization
- CVPR 2024MRFS: Mutually Reinforcing Image Fusion and Segmentation
- CVPR 2024MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation
- CVPR 2024Multi-view Aggregation Network for Dichotomous Image Segmentation
- CVPR 2024MultiDiff: Consistent Novel View Synthesis from a Single Image
- CVPR 2024Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration
- CVPR 2024MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generation
- CVPR 2024Named Entity Driven Zero-Shot Image Manipulation
- CVPR 2024Navigating Beyond Dropout: An Intriguing Solution towards Generalizable Image Super Resolution
- CVPR 2024NAYER: Noisy Layer Data Generation for Efficient and Effective Data-free Knowledge Distillation
- CVPR 2024NB-GTR: Narrow-Band Guided Turbulence Removal
- CVPR 2024NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild
- CVPR 2024Neural 3D Strokes: Creating Stylized 3D Scenes with Vectorized 3D Strokes
- CVPR 2024Neural Point Cloud Diffusion for Disentangled 3D Shape and Appearance Generation
- CVPR 2024Neural Spline Fields for Burst Image Fusion and Layer Separation
- CVPR 2024NIVeL: Neural Implicit Vector Layers for Text-to-Vector Generation
- CVPR 2024NoiseCollage: A Layout-Aware Text-to-Image Diffusion Model Based on Noise Cropping and Merging
- CVPR 2024Noisy-Correspondence Learning for Text-to-Image Person Re-identification
- CVPR 2024NOPE: Novel Object Pose Estimation from a Single Image
- CVPR 2024Novel View Synthesis with View-Dependent Effects from a Single Image
- CVPR 2024NRDF: Neural Riemannian Distance Fields for Learning Articulated Pose Priors
- CVPR 2024NViST: In the Wild New View Synthesis from a Single Image with Transformers
- CVPR 2024Observation-Guided Diffusion Probabilistic Models
- CVPR 2024ODCR: Orthogonal Decoupling Contrastive Regularization for Unpaired Image Dehazing
- CVPR 2024ODM: A Text-Image Further Alignment Pre-training Approach for Scene Text Detection and Spotting
- CVPR 2024OED: Towards One-stage End-to-End Dynamic Scene Graph Generation
- CVPR 2024OmniMotionGPT: Animal Motion Generation with Limited Data
- CVPR 2024On the Estimation of Image-matching Uncertainty in Visual Place Recognition
- CVPR 2024On the Robustness of Large Multimodal Models Against Image Adversarial Attacks
- CVPR 2024On the Scalability of Diffusion-based Text-to-Image Generation
- CVPR 2024On Train-Test Class Overlap and Detection for Image Retrieval
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。