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 24 / 30 页

  1. NeurIPS 2025Enhancing Text-to-Image Diffusion Transformer via Split-Text Conditioning
  2. NeurIPS 2025Entropy Rectifying Guidance for Diffusion and Flow Models
  3. NeurIPS 2025EnzyControl: Adding Functional and Substrate-Specific Control for Enzyme Backbone Generation
  4. NeurIPS 2025EraseFlow: Learning Concept Erasure Policies via GFlowNet-Driven Alignment
  5. NeurIPS 2025EVODiff: Entropy-aware Variance Optimized Diffusion Inference
  6. NeurIPS 2025Exploring Diffusion Transformer Designs via Grafting
  7. NeurIPS 2025FairImagen: Post-Processing for Bias Mitigation in Text-to-Image Models
  8. NeurIPS 2025Fast constrained sampling in pre-trained diffusion models
  9. NeurIPS 2025Fast Data Attribution for Text-to-Image Models
  10. NeurIPS 2025Feedback Guidance of Diffusion Models
  11. NeurIPS 2025FerretNet: Efficient Synthetic Image Detection via Local Pixel Dependencies
  12. NeurIPS 2025FineGRAIN: Evaluating Failure Modes of Text-to-Image Models with Vision Language Model Judges
  13. NeurIPS 2025FIPER: Factorized Features for Robust Image Super-Resolution and Compression
  14. NeurIPS 2025FlareX: A Physics-Informed Dataset for Lens Flare Removal via 2D Synthesis and 3D Rendering
  15. NeurIPS 2025FlashMo: Geometric Interpolants and Frequency-Aware Sparsity for Scalable Efficient Motion Generation
  16. NeurIPS 2025Flexible MOF Generation with Torsion-Aware Flow Matching
  17. NeurIPS 2025FlexVAR: Flexible Visual Autoregressive Modeling without Residual Prediction
  18. NeurIPS 2025Flow-GRPO: Training Flow Matching Models via Online RL
  19. NeurIPS 2025FlowMo: Variance-Based Flow Guidance for Coherent Motion in Video Generation
  20. NeurIPS 2025Foresight: Adaptive Layer Reuse for Accelerated and High-Quality Text-to-Video Generation
  21. NeurIPS 2025ForgerySleuth: Empowering Multimodal Large Language Models for Image Manipulation Detection
  22. NeurIPS 2025Foundation Cures Personalization: Improving Personalized Models’ Prompt Consistency via Hidden Foundation Knowledge
  23. NeurIPS 2025Fourier Token Merging: Understanding and Capitalizing Frequency Domain for Efficient Image Generation
  24. NeurIPS 2025Frame In-N-Out: Unbounded Controllable Image-to-Video Generation
  25. NeurIPS 2025Free-Lunch Color-Texture Disentanglement for Stylized Image Generation
  26. NeurIPS 2025FreeControl: Efficient, Training-Free Structural Control via One-Step Attention Extraction
  27. NeurIPS 2025FRN: Fractal-Based Recursive Spectral Reconstruction Network
  28. NeurIPS 2025From Programs to Poses: Factored Real-World Scene Generation via Learned Program Libraries
  29. NeurIPS 2025FSI-Edit: Frequency and Stochasticity Injection for Flexible Diffusion-Based Image Editing
  30. NeurIPS 2025FuncGenFoil: Airfoil Generation and Editing Model in Function Space
  31. NeurIPS 2025Fused View-Time Attention and Feedforward Reconstruction for 4D Scene Generation
  32. NeurIPS 2025GauSAM: Contour‑Guided 2D Gaussian Fields for Multi‑Scale Medical Image Segmentation with Segment Anything
  33. NeurIPS 2025Generating and Checking DNN Verification Proofs
  34. NeurIPS 2025Generating Physically Sound Designs from Text and a Set of Physical Constraints
  35. NeurIPS 2025GenIR: Generative Visual Feedback for Mental Image Retrieval
  36. NeurIPS 2025GenSpace: Benchmarking Spatially-Aware Image Generation
  37. NeurIPS 2025GeoCAD: Local Geometry-Controllable CAD Generation with Large Language Models
  38. NeurIPS 2025GeoComplete: Geometry-Aware Diffusion for Reference-Driven Image Completion
  39. NeurIPS 2025GeoRanker: Distance-Aware Ranking for Worldwide Image Geolocalization
  40. NeurIPS 2025GeoVideo: Introducing Geometric Regularization into Video Generation Model
  41. NeurIPS 2025GoT: Unleashing Reasoning Capability of MLLM for Visual Generation and Editing
  42. NeurIPS 2025GPSToken: Gaussian Parameterized Spatially-adaptive Tokenization for Image Representation and Generation
  43. NeurIPS 2025GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments
  44. NeurIPS 2025Greed is Good: A Unifying Perspective on Guided Generation
  45. NeurIPS 2025GS2E: Gaussian Splatting is an Effective Data Generator for Event Stream Generation
  46. NeurIPS 2025HairFree: Compositional 2D Head Prior for Text-Driven 360° Bald Texture Synthesis
  47. NeurIPS 2025Hawk: Leveraging Spatial Context for Faster Autoregressive Text-to-Image Generation
  48. NeurIPS 2025HermesFlow: Seamlessly Closing the Gap in Multimodal Understanding and Generation
  49. NeurIPS 2025Hi3DEval: Advancing 3D Generation Evaluation with Hierarchical Validity
  50. NeurIPS 2025Hierarchical Fine-grained Preference Optimization for Physically Plausible Video 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"}

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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