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 780 篇，第 4 / 16 页
- CVPR 2023HouseDiffusion: Vector Floorplan Generation via a Diffusion Model With Discrete and Continuous Denoising
- CVPR 2023HRDFuse: Monocular 360deg Depth Estimation by Collaboratively Learning Holistic-With-Regional Depth Distributions
- CVPR 2023Human Guided Ground-Truth Generation for Realistic Image Super-Resolution
- CVPR 2023Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes
- CVPR 2023I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification
- CVPR 2023iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual Recognition
- CVPR 2023Identity-Preserving Talking Face Generation With Landmark and Appearance Priors
- CVPR 2023IFSeg: Image-Free Semantic Segmentation via Vision-Language Model
- CVPR 2023Im2Hands: Learning Attentive Implicit Representation of Interacting Two-Hand Shapes
- CVPR 2023Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks
- CVPR 2023Image Cropping With Spatial-Aware Feature and Rank Consistency
- CVPR 2023Image Quality-Aware Diagnosis via Meta-Knowledge Co-Embedding
- CVPR 2023Image Super-Resolution Using T-Tetromino Pixels
- CVPR 2023ImageBind: One Embedding Space To Bind Them All
- CVPR 2023Imagen Editor and EditBench: Advancing and Evaluating Text-Guided Image Inpainting
- CVPR 2023Imagic: Text-Based Real Image Editing With Diffusion Models
- CVPR 2023Implicit Neural Head Synthesis via Controllable Local Deformation Fields
- CVPR 2023Improving Image Recognition by Retrieving From Web-Scale Image-Text Data
- CVPR 2023Improving the Transferability of Adversarial Samples by Path-Augmented Method
- CVPR 2023Improving Vision-and-Language Navigation by Generating Future-View Image Semantics
- CVPR 2023Inferring and Leveraging Parts From Object Shape for Improving Semantic Image Synthesis
- CVPR 2023Infinite Photorealistic Worlds Using Procedural Generation
- CVPR 2023Initialization Noise in Image Gradients and Saliency Maps
- CVPR 2023InstructPix2Pix: Learning To Follow Image Editing Instructions
- CVPR 2023Interactive and Explainable Region-Guided Radiology Report Generation
- CVPR 2023Inversion-Based Style Transfer With Diffusion Models
- CVPR 2023IS-GGT: Iterative Scene Graph Generation With Generative Transformers
- CVPR 2023KD-DLGAN: Data Limited Image Generation via Knowledge Distillation
- CVPR 2023KiUT: Knowledge-Injected U-Transformer for Radiology Report Generation
- CVPR 2023LANA: A Language-Capable Navigator for Instruction Following and Generation
- CVPR 2023Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification
- CVPR 2023LANIT: Language-Driven Image-to-Image Translation for Unlabeled Data
- CVPR 2023Latent-NeRF for Shape-Guided Generation of 3D Shapes and Textures
- CVPR 2023LayoutDiffusion: Controllable Diffusion Model for Layout-to-Image Generation
- CVPR 2023LayoutDM: Discrete Diffusion Model for Controllable Layout Generation
- CVPR 2023LayoutDM: Transformer-Based Diffusion Model for Layout Generation
- CVPR 2023LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction
- CVPR 2023Learned Image Compression With Mixed Transformer-CNN Architectures
- CVPR 2023Learning 3D Representations From 2D Pre-Trained Models via Image-to-Point Masked Autoencoders
- CVPR 2023Learning 3D-Aware Image Synthesis With Unknown Pose Distribution
- CVPR 2023Learning a Simple Low-Light Image Enhancer From Paired Low-Light Instances
- CVPR 2023Learning a Sparse Transformer Network for Effective Image Deraining
- CVPR 2023Learning Adaptive Dense Event Stereo From the Image Domain
- CVPR 2023Learning Bottleneck Concepts in Image Classification
- CVPR 2023Learning Compact Representations for LiDAR Completion and Generation
- CVPR 2023Learning Detailed Radiance Manifolds for High-Fidelity and 3D-Consistent Portrait Synthesis From Monocular Image
- CVPR 2023Learning Distortion Invariant Representation for Image Restoration From a Causality Perspective
- CVPR 2023Learning Generative Structure Prior for Blind Text Image Super-Resolution
- CVPR 2023Learning Partial Correlation Based Deep Visual Representation for Image Classification
- CVPR 2023Learning Semantic Relationship Among Instances for Image-Text Matching
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。