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 8 / 14 页
- CVPR 2026MICo-150K A Comprehensive Dataset Advancing Multi-Image Composition
- CVPR 2026MICON-Bench Benchmarking and Enhancing Multi-Image Context Image Generation in Unified
- CVPR 2026Mind the Way You Select Negative Texts Pursuing the Distance
- CVPR 2026Mirai Autoregressive Visual Generation Needs Foresight
- CVPR 2026Missing No More Dictionary-Guided Cross-Modal Image Fusion under Missing Infrared
- CVPR 2026Mixture of States Routing Token-Level Dynamics for Multimodal Generation
- CVPR 2026Mixture of Style Experts for Diverse Image Stylization
- CVPR 2026Mixture-of-Experts based Feature Decoupling for Open Vocabulary Scene Graph Generation
- CVPR 2026MM-ACT Learn from Multimodal Parallel Generation to Act
- CVPR 2026MM-ReCoder Advancing Chart-to-Code Generation with Reinforcement Learning and Self-Correction
- CVPR 2026MM-SeR Multimodal Self-Refinement for Lightweight Image Captioning
- CVPR 2026MMDIR Multimodal Instruction-Driven Framework for Mixed-Degradation Document Image Restoration
- CVPR 2026MMFace-DiT A Dual-Stream Diffusion Transformer for High-Fidelity Multimodal Face Generation
- CVPR 2026MMTIT-Bench A Multilingual and Multi-Scenario Benchmark with Cognition-Perception-Reasoning Guided Text-Image
- CVPR 2026mmWaveFlow Unified Enhancement and Generation of mmWave Human Point Clouds
- CVPR 2026Mobile-VTON High-Fidelity On-Device Virtual Try-On
- CVPR 2026MoCoDiff A Controllable Autoregressive Diffusion Model for Expressive Motion Generation
- CVPR 2026MOFA-VTON More Fashion Possibilities with Fine-Grained Adaptations in Virtual Try-On
- CVPR 2026MoLingo Motion-Language Alignment for Text-to-Human Motion Generation
- CVPR 2026Monet Reasoning in Latent Visual Space Beyond Image and Language
- CVPR 2026More Than Meets the Eye A Unified Image Fusion Framework
- CVPR 2026MorphSeek Fine-grained Latent Representation-Level Policy Optimization for Deformable Image Registration
- CVPR 2026MotionEdit Benchmarking and Learning Motion-Centric Image Editing
- CVPR 2026MotionMaster Generalizable Text-Driven Motion Generation and Editing
- CVPR 2026MR. Illuminate Zero-Shot Low-Light Image Enhancement with Diffusion Prior
- CVPR 2026Multi-level Causal LLM-based Text-to-Motion Generation with Human Alignment
- CVPR 2026Multi-Modal Image Fusion via Intervention-Stable Feature Learning
- CVPR 2026Multi-Scale Local Speculative Decoding for Image Generation
- CVPR 2026Multi-view Consistent 3D Gaussian Head Avatars without Multi-view Generation
- CVPR 2026MultiAnimate Pose-Guided Image Animation Made Extensible
- CVPR 2026MultiBanana A Challenging Benchmark for Multi-Reference Text-to-Image Generation
- CVPR 2026MultiCrafter High-Fidelity Multi-Subject Generation via Disentangled Attention and Identity-Aware Preference
- CVPR 2026Multimodal Causality-Driven Representation Learning for Generalizable Medical Image Segmentation
- CVPR 2026Multimodal RewardBench 2 Evaluating Omni Reward Models for Interleaved Text
- CVPR 2026Multimodal Semantic Bias Mitigation for Diverse Text-To-3D Generation
- CVPR 2026Multinex Lightweight Low-light Image Enhancement via Multi-prior Retinex
- CVPR 2026MultiShotMaster A Controllable Multi-Shot Video Generation Framework
- CVPR 2026MuM Multi-View Masked Image Modeling for 3D Vision
- CVPR 2026Muses Designing Composing Generating Nonexistent Fantasy 3D Creatures without Training
- CVPR 2026MV2UV Generating High-quality UV Texture Maps with Multiview Prompts
- CVPR 2026NAMI Efficient Image Generation via Bridged Progressive Rectified Flow Transformers
- CVPR 2026NanoSD Edge Efficient Foundation Model for Real Time Image Restoration
- CVPR 2026NaTex Seamless Texture Generation as Latent Color Diffusion
- CVPR 2026Native and Compact Structured Latents for 3D Generation
- CVPR 2026NEAF Natural Image Editing with Attention Fusion for Generalizable Test-time
- CVPR 2026Neighbor-Aware Localized Concept Erasure in Text-to-Image Diffusion Models
- CVPR 2026Nestwork Conditional 3D Furnished House Layout Generation through Latent Heterogeneous
- CVPR 2026Neurodynamics-Driven Coupled Neural P Systems for Multi-Focus Image Fusion
- CVPR 2026Next-Scale Autoregressive Models for Text-to-Motion Generation
- CVPR 2026NI-Tex Non-isometric Image-based Garment Texture Generation
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。