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 689 篇，第 9 / 14 页
- CVPR 2026No Hard Negatives Required Concept Centric Learning Leads to Compositionality
- CVPR 2026No Way To Steal My Face Proactive Defense Against Identity-Preserving
- CVPR 2026Not All Birds Look The Same Identity-Preserving Generation For Birds
- CVPR 2026NTK-Guided Implicit Neural Teaching
- CVPR 2026ObjectMorpher 3D-Aware Image Editing via Deformable 3DGS
- CVPR 2026OctoT2I A Self-Evolving Agentic Text-to-Image Router
- CVPR 2026OlmoEarth Stable Latent Image Modeling for Multimodal Earth Observation
- CVPR 2026Omni IIE Bench Benchmarking the Practical Capabilities of Image Editing
- CVPR 2026OmniDocLayout Towards Diverse Document Layout Generation via Coarse-to-Fine LLM Learning
- CVPR 2026OmniFood8K Single-Image Nutrition Estimation via Hierarchical Frequency-Aligned Fusion
- CVPR 2026OmniGen2 Towards Instruction-Aligned Multimodal Generation
- CVPR 2026One Algorithm to Align Them All
- CVPR 2026One-Step Diffusion Transformer for Controllable Real-World Image Super-Resolution
- CVPR 2026One-to-All Animation Alignment-Free Character Animation and Image Pose Transfer
- CVPR 2026One-to-More High-Fidelity Training-Free Anomaly Generation with Attention Control
- CVPR 2026OneCAT Decoder-Only Auto-Regressive Model for Unified Understanding and Generation
- CVPR 2026OneHOI Unifying Human-Object Interaction Generation and Editing
- CVPR 2026OneStory Coherent Multi-Shot Video Generation with Adaptive Memory
- CVPR 2026Open-world Hand-Object Interaction Video Generation Based on Structure and Contact-aware
- CVPR 2026OpenDance Multimodal Controllable 3D Dance Generation with Large-scale Internet Data
- CVPR 2026OpenT2M No-frill Motion Generation with Open-source Large-scale High-quality Data
- CVPR 2026OPRO Orthogonal Panel-Relative Operators for Panel-Aware In-Context Image Generation
- CVPR 2026Order Matters 3D Shape Generation from Sequential VR Sketches
- CVPR 2026OrienPose Orientation-Guided Novel View Synthesis for Single-Image Unseen Object Pose
- CVPR 2026OrionEdit Bridging Reference and Source Images for Generalized Cross-Image Editing
- CVPR 2026OS-Fed One Snapshot Is All You Need
- CVPR 2026OSPO Object-Centric Self-Improving Preference Optimization for Text-to-Image Generation
- CVPR 2026P-Flow Prompting Visual Effects Generation
- CVPR 2026PaCo-RL Advancing Reinforcement Learning for Consistent Image Generation with Pairwise
- CVPR 2026PAM A Pose-Appearance-Motion Engine for Sim-to-Real HOI Video Generation
- CVPR 2026PAMotion Physics-Aware Motion Generation for Full-Body Interaction with Multiple Objects
- CVPR 2026Pano3DComposer Feed-Forward Compositional 3D Scene Generation from Single Panoramic Image
- CVPR 2026Paper2Figure A Multi-Agent Collaborative System for Figure Generation Towards Academic
- CVPR 2026Parallel Jacobi Decoding for Fast Autoregressive Image Generation
- CVPR 2026PartDiffuser Part-wise 3D Mesh Generation via Discrete Diffusion
- CVPR 2026Particulate Feed-Forward 3D Object Articulation
- CVPR 2026ParTY Part-Guidance for Expressive Text-to-Motion Synthesis
- CVPR 2026PECCVAI Overcoming the Brittleness of AI Image Watermarking Under Visual
- CVPR 2026PercHead Perceptual Head Model for Single-Image 3D Head Reconstruction
- CVPR 2026PerpetualWonder Long-horizon Action-conditioned 4D Scene Generation
- CVPR 2026PersonaLive Expressive Portrait Image Animation for Live Streaming
- CVPR 2026Personalized Image Descriptions from Attention Sequences
- CVPR 2026PETAR Localized Findings Generation with Mask-Aware Vision-Language Modeling for PET
- CVPR 2026PhaSR Generalized Image Shadow Removal with Physically Aligned Priors
- CVPR 2026Photo3D Advancing Photorealistic 3D Generation through Structure-Aligned Detail Enhancement
- CVPR 2026PhotoFramer Multi-modal Image Composition Instruction
- CVPR 2026Phrase-grounded APO for Improving Chest X-ray Report Generation
- CVPR 2026Physical Simulator In-the-Loop Video Generation
- CVPR 2026PhysX-Anything Simulation-Ready Physical 3D Assets from Single Image
- CVPR 2026Pico-Banana-400K A Large-Scale Dataset for Text-Guided Image Editing
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。