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 612 篇，第 6 / 13 页
- CVPR 2025Hierarchical Adaptive Filtering Network for Text Image Specular Highlight Removal
- CVPR 2025Hierarchical Gaussian Mixture Model Splatting for Efficient and Part Controllable 3D Generation
- CVPR 2025HiFi-Portrait: Zero-shot Identity-preserved Portrait Generation with High-fidelity Multi-face Fusion
- CVPR 2025High-fidelity 3D Object Generation from Single Image with RGBN-Volume Gaussian Reconstruction Model
- CVPR 2025HIIF: Hierarchical Encoding based Implicit Image Function for Continuous Super-resolution
- CVPR 2025HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving
- CVPR 2025HMAR: Efficient Hierarchical Masked Auto-Regressive Image Generation
- CVPR 2025Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification
- CVPR 2025HumanDreamer: Generating Controllable Human-Motion Videos via Decoupled Generation
- CVPR 2025HUNet: Homotopy Unfolding Network for Image Compressive Sensing
- CVPR 2025HVI: A New Color Space for Low-light Image Enhancement
- CVPR 2025Hybrid Global-Local Representation with Augmented Spatial Guidance for Zero-Shot Referring Image Segmentation
- CVPR 2025Hybrid Reciprocal Transformer with Triplet Feature Alignment for Scene Graph Generation
- CVPR 2025HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis
- CVPR 2025HyperNet Fields: Efficiently Training Hypernetworks without Ground Truth by Learning Weight Trajectories
- CVPR 2025I2VGuard: Safeguarding Images against Misuse in Diffusion-based Image-to-Video Models
- CVPR 2025ICE: Intrinsic Concept Extraction from a Single Image via Diffusion Models
- CVPR 2025ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models
- CVPR 2025Identifying and Mitigating Position Bias of Multi-image Vision-Language Models
- CVPR 2025Identity-preserving Distillation Sampling by Fixed-Point Iterator
- CVPR 2025Identity-Preserving Text-to-Video Generation by Frequency Decomposition
- CVPR 2025IDOL: Instant Photorealistic 3D Human Creation from a Single Image
- CVPR 2025IDProtector: An Adversarial Noise Encoder to Protect Against ID-Preserving Image Generation
- CVPR 2025ILIAS: Instance-Level Image retrieval At Scale
- CVPR 2025Illumination Spectrum Estimation for Multispectral Images via Surface Reflectance Modeling and Spatial-Spectral Feature Generation
- CVPR 2025IM-Zero: Instance-level Motion Controllable Video Generation in a Zero-shot Manner
- CVPR 2025Image Generation Diversity Issues and How to Tame Them
- CVPR 2025Image is All You Need to Empower Large-scale Diffusion Models for In-Domain Generation
- CVPR 2025Image Over Text: Transforming Formula Recognition Evaluation with Character Detection Matching
- CVPR 2025Image Quality Assessment: From Human to Machine Preference
- CVPR 2025Image Quality Assessment: Investigating Causal Perceptual Effects with Abductive Counterfactual Inference
- CVPR 2025Image Reconstruction from Readout-Multiplexed Single-Photon Detector Arrays
- CVPR 2025Image Referenced Sketch Colorization Based on Animation Creation Workflow
- CVPR 2025Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy
- CVPR 2025Implicit Bias Injection Attacks against Text-to-Image Diffusion Models
- CVPR 2025Implicit Correspondence Learning for Image-to-Point Cloud Registration
- CVPR 2025Improving Autoregressive Visual Generation with Cluster-Oriented Token Prediction
- CVPR 2025Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing
- CVPR 2025Improving Editability in Image Generation with Layer-wise Memory
- CVPR 2025Improving Sound Source Localization with Joint Slot Attention on Image and Audio
- CVPR 2025Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis
- CVPR 2025INFP: Audio-Driven Interactive Head Generation in Dyadic Conversations
- CVPR 2025InsightEdit: Towards Better Instruction Following for Image Editing
- CVPR 2025InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption
- CVPR 2025Instruct-CLIP: Improving Instruction-Guided Image Editing with Automated Data Refinement Using Contrastive Learning
- CVPR 2025Instruction-based Image Manipulation by Watching How Things Move
- CVPR 2025InterAct: Advancing Large-Scale Versatile 3D Human-Object Interaction Generation
- CVPR 2025Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
- CVPR 2025Interpretable Image Classification via Non-parametric Part Prototype Learning
- CVPR 2025Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification
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。