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 1,467 篇，第 21 / 30 页
- ICML 2025REG: Rectified Gradient Guidance for Conditional Diffusion Models
- ICML 2025Representative Language Generation
- ICML 2025ReQFlow: Rectified Quaternion Flow for Efficient and High-Quality Protein Backbone Generation
- ICML 2025Rethinking Score Distilling Sampling for 3D Editing and Generation
- ICML 2025Revisiting Diffusion Models: From Generative Pre-training to One-Step Generation
- ICML 2025SageAttention2: Efficient Attention with Thorough Outlier Smoothing and Per-thread INT4 Quantization
- ICML 2025Scalable Generation of Spatial Transcriptomics from Histology Images via Whole-Slide Flow Matching
- ICML 2025Selective Prompt Anchoring for Code Generation
- ICML 2025Shielded Diffusion: Generating Novel and Diverse Images using Sparse Repellency
- ICML 2025Simple and Critical Iterative Denoising: A Recasting of Discrete Diffusion in Graph Generation
- ICML 2025Skrr: Skip and Re-use Text Encoder Layers for Memory Efficient Text-to-Image Generation
- ICML 2025SongGen: A Single Stage Auto-regressive Transformer for Text-to-Song Generation
- ICML 2025SpargeAttention: Accurate and Training-free Sparse Attention Accelerating Any Model Inference
- ICML 2025Spherical-Nested Diffusion Model for Panoramic Image Outpainting
- ICML 2025Staged and Physics-Grounded Learning Framework with Hyperintensity Prior for Pre-Contrast MRI Synthesis
- ICML 2025Strategic Planning: A Top-Down Approach to Option Generation
- ICML 2025Structure-Guided Large Language Models for Text-to-SQL Generation
- ICML 2025Symmetry-Aware GFlowNets
- ICML 2025Synonymous Variational Inference for Perceptual Image Compression
- ICML 2025Synthetic Text Generation for Training Large Language Models via Gradient Matching
- ICML 2025Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models
- ICML 2025TextCenGen: Attention-Guided Text-Centric Background Adaptation for Text-to-Image Generation
- ICML 2025The Logical Implication Steering Method for Conditional Interventions on Transformer Generation
- ICML 2025TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation
- ICML 2025Tractable Transformers for Flexible Conditional Generation
- ICML 2025Ultra Lowrate Image Compression with Semantic Residual Coding and Compression-aware Diffusion
- ICML 2025UniMC: Taming Diffusion Transformer for Unified Keypoint-Guided Multi-Class Image Generation
- ICML 2025Upcycling Text-to-Image Diffusion Models for Multi-Task Capabilities
- ICML 2025Vector Grimoire: Codebook-based Shape Generation under Raster Image Supervision
- ICML 2025VerbalTS: Generating Time Series from Texts
- ICML 2025Visual Abstraction: A Plug-and-Play Approach for Text-Visual Retrieval
- ICML 2025Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models
- ICML 2025What If We Recaption Billions of Web Images with LLaMA-3?
- ICML 2025When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and Class
- ICML 2025Wyckoff Transformer: Generation of Symmetric Crystals
- ICML 2025You Always Recognize Me (YARM): Robust Texture Synthesis Against Multi-View Corruption
- ICML 2025ZipAR: Parallel Autoregressive Image Generation through Spatial Locality
- NeurIPS 20253DOT: Texture Transfer for 3DGS Objects from a Single Reference Image
- NeurIPS 2025A Closer Look at NTK Alignment: Linking Phase Transitions in Deep Image Regression
- NeurIPS 2025A Diffusion Model for Regular Time Series Generation from Irregular Data with Completion and Masking
- NeurIPS 2025Adjusting Initial Noise to Mitigate Memorization in Text-to-Image Diffusion Models
- NeurIPS 2025Alchemist: Turning Public Text-to-Image Data into Generative Gold
- NeurIPS 2025AlignedGen: Aligning Style Across Generated Images
- NeurIPS 2025Aligning Text to Image in Diffusion Models is Easier Than You Think
- NeurIPS 2025Aligning Text-to-Image Diffusion Models to Human Preference by Classification
- NeurIPS 2025ALTER: All-in-One Layer Pruning and Temporal Expert Routing for Efficient Diffusion Generation
- NeurIPS 2025AmorLIP: Efficient Language-Image Pretraining via Amortization
- NeurIPS 2025Amortized Active Generation of Pareto Sets
- NeurIPS 2025AnimateQR: Bridging Aesthetics and Functionality in Dynamic QR Code Generation
- NeurIPS 2025Approximately Aligned Decoding
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。