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 607 篇，第 7 / 13 页
- ICML 2025Inverse Bridge Matching Distillation
- ICML 2025LaMAGIC2: Advanced Circuit Formulations for Language Model-Based Analog Topology Generation
- ICML 2025Language Models over Canonical Byte-Pair Encodings
- ICML 2025Large Displacement Motion Transfer with Unsupervised Anytime Interpolation
- ICML 2025LDMol: A Text-to-Molecule Diffusion Model with Structurally Informative Latent Space Surpasses AR Models
- ICML 2025Learning Attribute-Aware Hash Codes for Fine-Grained Image Retrieval via Query Optimization
- ICML 2025Learning to Quantize for Training Vector-Quantized Networks
- ICML 2025Learning Vision and Language Concepts for Controllable Image Generation
- ICML 2025Learning-Order Autoregressive Models with Application to Molecular Graph Generation
- ICML 2025LLaVA-ReID: Selective Multi-image Questioner for Interactive Person Re-Identification
- ICML 2025LLMs can see and hear without any training
- ICML 2025LoRA-Gen: Specializing Large Language Model via Online LoRA Generation
- ICML 2025LotteryCodec: Searching the Implicit Representation in a Random Network for Low-Complexity Image Compression
- ICML 2025Masked Generative Nested Transformers with Decode Time Scaling
- ICML 2025MDDM: Practical Message-Driven Generative Image Steganography Based on Diffusion Models
- ICML 2025MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance
- ICML 2025Mitigating Object Hallucination in Large Vision-Language Models via Image-Grounded Guidance
- ICML 2025MixBridge: Heterogeneous Image-to-Image Backdoor Attack through Mixture of Schrödinger Bridges
- ICML 2025Morse: Dual-Sampling for Lossless Acceleration of Diffusion Models
- ICML 2025MuLan: Adapting Multilingual Diffusion Models for Hundreds of Languages with Negligible Cost
- ICML 2025NegMerge: Sign-Consensual Weight Merging for Machine Unlearning
- ICML 2025Neural Genetic Search in Discrete Spaces
- ICML 2025Noise-Guided Predicate Representation Extraction and Diffusion-Enhanced Discretization for Scene Graph Generation
- ICML 2025On Exact Bit-level Reversible Transformers Without Changing Architecture
- ICML 2025On the Query Complexity of Verifier-Assisted Language Generation
- ICML 2025One Image is Worth a Thousand Words: A Usability Preservable Text-Image Collaborative Erasing Framework
- ICML 2025Origin Identification for Text-Guided Image-to-Image Diffusion Models
- ICML 2025Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads
- ICML 2025Overcoming Non-monotonicity in Transducer-based Streaming Generation
- ICML 2025Overcoming Spurious Solutions in Semi-Dual Neural Optimal Transport: A Smoothing Approach for Learning the Optimal Transport Plan
- ICML 2025Position: You Can't Manufacture a NeRF
- ICML 2025Preference Adaptive and Sequential Text-to-Image Generation
- ICML 2025Prior Knowledge Guided Neural Architecture Generation
- ICML 2025Privacy-Shielded Image Compression: Defending Against Exploitation from Vision-Language Pretrained Models
- ICML 2025Proactive Agents for Multi-Turn Text-to-Image Generation Under Uncertainty
- ICML 2025Q-VDiT: Towards Accurate Quantization and Distillation of Video-Generation Diffusion Transformers
- ICML 2025QMamba: On First Exploration of Vision Mamba for Image Quality Assessment
- ICML 2025QuRe: Query-Relevant Retrieval through Hard Negative Sampling in Composed Image Retrieval
- ICML 2025RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning
- ICML 2025Reflection-Window Decoding: Text Generation with Selective Refinement
- 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
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。