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

每年论文数

各会议论文数

按年份和会议统计

图像生成论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202317011874418780
20243181991565431,216
20254302781476121,467
20264533492306891,721

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

全部图像生成论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,467 篇，第 25 / 30 页

  1. NeurIPS 2025Hierarchical Koopman Diffusion: Fast Generation with Interpretable Diffusion Trajectory
  2. NeurIPS 2025HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance
  3. NeurIPS 2025Highlighting What Matters: Promptable Embeddings for Attribute-Focused Image Retrieval
  4. NeurIPS 2025HyPlaneHead: Rethinking Tri-plane-like Representations in Full-Head Image Synthesis
  5. NeurIPS 2025IBGS: Image-Based Gaussian Splatting
  6. NeurIPS 2025IllumiCraft: Unified Geometry and Illumination Diffusion for Controllable Video Generation
  7. NeurIPS 2025Image Editing As Programs with Diffusion Models
  8. NeurIPS 2025Image Stitching in Adverse Condition: A Bidirectional-Consistency Learning Framework and Benchmark
  9. NeurIPS 2025Image Super-Resolution with Guarantees via Conformalized Generative Models
  10. NeurIPS 2025Image Token Matters: Mitigating Hallucination in Discrete Tokenizer-based Large Vision-Language Models via Latent Editing
  11. NeurIPS 2025ImageSentinel: Protecting Visual Datasets from Unauthorized Retrieval-Augmented Image Generation
  12. NeurIPS 2025Improving Progressive Generation with Decomposable Flow Matching
  13. NeurIPS 2025Improving the Euclidean Diffusion Generation of Manifold Data by Mitigating Score Function Singularity
  14. NeurIPS 2025Increasing the Utility of Synthetic Images through Chamfer Guidance
  15. NeurIPS 2025Inexact Column Generation for Bayesian Network Structure Learning via Difference-of-Submodular Optimization
  16. NeurIPS 2025InfinityStar: Unified Spacetime AutoRegressive Modeling for Visual Generation
  17. NeurIPS 2025Instance-Level Composed Image Retrieval
  18. NeurIPS 2025InstanceAssemble: Layout-Aware Image Generation via Instance Assembling Attention
  19. NeurIPS 2025InstructRestore: Region-Customized Image Restoration with Human Instructions
  20. NeurIPS 2025Interaction-Centric Knowledge Infusion and Transfer for Open Vocabulary Scene Graph Generation
  21. NeurIPS 2025IntrinsiX: High-Quality PBR Generation using Image Priors
  22. NeurIPS 2025Is Artificial Intelligence Generated Image Detection a Solved Problem?
  23. NeurIPS 2025Janus-Pro-R1: Advancing Collaborative Visual Comprehension and Generation via Reinforcement Learning
  24. NeurIPS 2025Kernel Density Steering: Inference-Time Scaling via Mode Seeking for Image Restoration
  25. NeurIPS 2025KGGen: Extracting Knowledge Graphs from Plain Text with Language Models
  26. NeurIPS 2025KLASS: KL-Guided Fast Inference in Masked Diffusion Models
  27. NeurIPS 2025Kuramoto Orientation Diffusion Models
  28. NeurIPS 2025LABridge: Text–Image Latent Alignment Framework via Mean-Conditioned OU Process
  29. NeurIPS 2025Large Language Models for Lossless Image Compression: Next-Pixel Prediction in Language Space is All You Need
  30. NeurIPS 2025Latent Harmony: Synergistic Unified UHD Image Restoration via Latent Space Regularization and Controllable Refinement
  31. NeurIPS 2025LayerCraft: Enhancing Text-to-Image Generation with CoT Reasoning and Layered Object Integration
  32. NeurIPS 2025Learning Diffusion Models with Flexible Representation Guidance
  33. NeurIPS 2025Learning normalized image densities via dual score matching
  34. NeurIPS 2025Learning Relative Gene Expression Trends from Pathology Images in Spatial Transcriptomics
  35. NeurIPS 2025LEDiT: Your Length-Extrapolatable Diffusion Transformer without Positional Encoding
  36. NeurIPS 2025LeMiCa: Lexicographic Minimax Path Caching for Efficient Diffusion-Based Video Generation
  37. NeurIPS 2025LightFair: Towards an Efficient Alternative for Fair T2I Diffusion via Debiasing Pre-trained Text Encoders
  38. NeurIPS 2025Limited Preference Data? Learning Better Reward Model with Latent Space Synthesis
  39. NeurIPS 2025LinEAS: End-to-end Learning of Activation Steering with a Distributional Loss
  40. NeurIPS 2025LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation
  41. NeurIPS 2025LMFusion: Adapting Pretrained Language Models for Multimodal Generation
  42. NeurIPS 2025Locality in Image Diffusion Models Emerges from Data Statistics
  43. NeurIPS 2025LocDiff: Identifying Locations on Earth by Diffusing in the Hilbert Space
  44. NeurIPS 2025LoRAShop: Training-Free Multi-Concept Image Generation and Editing with Rectified Flow Transformers
  45. NeurIPS 2025Low-Rank Head Avatar Personalization with Registers
  46. NeurIPS 2025Machine Unlearning in 3D Generation: A Perspective-Coherent Acceleration Framework
  47. NeurIPS 2025MaintainCoder: Maintainable Code Generation Under Dynamic Requirements
  48. NeurIPS 2025Mask Image Watermarking
  49. NeurIPS 2025MEIcoder: Decoding Visual Stimuli from Neural Activity by Leveraging Most Exciting Inputs
  50. NeurIPS 2025Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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