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 453 篇，第 9 / 10 页

  1. NeurIPS 2026The road reaches every place, the short cut only one: Self-Adversarial Shortcut Mitigation for AI-Generated Image Detection
  2. NeurIPS 2026The Sharp Directions Are Against You: Curvature Analysis of Activation Steering
  3. NeurIPS 2026Thinking in Boxes: 3D Editing in Real Images Made Easy
  4. NeurIPS 2026Thinking in Pictures: A Systematic Benchmark for Reasoning-driven Image Generation
  5. NeurIPS 2026TIDE: Trajectory-Aware Watermark Propagation for Text-to-Image Diffusion Models
  6. NeurIPS 2026TimeTok: Granularity-Controllable Time-Series Generation via Hierarchical Tokenization
  7. NeurIPS 2026TKCAM: Text and Keyframe to Camera Trajectory Generation
  8. NeurIPS 2026Token by Token, Compromised: Backdoor Vulnerabilities in Unified Autoregressive Models
  9. NeurIPS 2026Tokenizer-Generator Coupling in Medical Image Generation
  10. NeurIPS 2026TokenRepel: Generating Diverse Image Sets Without Sacrificing Quality
  11. NeurIPS 2026Tool-IQA: Augmenting Image Quality Assessment with Simple Tools
  12. NeurIPS 2026Topology-Reinforced Swin Transformer for Medical Image Analysis
  13. NeurIPS 2026Transforming Image Editors into Video Editors
  14. NeurIPS 2026TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation
  15. NeurIPS 2026TreemapMix: Dirichlet-Controlled Multi-Image Augmentation for Probability and Ordinal Supervision
  16. NeurIPS 2026Trellis4D: Complex 4D Mesh Generation
  17. NeurIPS 2026Tri-Prompting: Controllable Video Generation with Scene, Subject, and Motion Prompts
  18. NeurIPS 2026TRIAD: Benchmarking Omni-Modal Ambiguity in Multimodal Large Language Models
  19. NeurIPS 2026TrioPose: Native Triple-Stream Diffusion Transformers for Pose-Guided Text-to-Image Generation
  20. NeurIPS 2026TriTD: Tri-Partite Trajectory–Distribution Distillation for Real-Time Autoregressive Video Generation
  21. NeurIPS 2026Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation
  22. NeurIPS 2026Unaligned Image Guided Denoising via Cross-modal Conditional Flow Matching
  23. NeurIPS 2026Uncertainty Estimation for Pretrained Medical Image Registration Models via Transformation Equivariance
  24. NeurIPS 2026UniCustom: Unified Visual Conditioning for Multi-reference Image Generation
  25. NeurIPS 2026Unified Forensic Preference Learning for Generalizable Synthetic Image Detection
  26. NeurIPS 2026Unify-Agent: A Unified Multimodal Agent for World-Grounded Image Synthesis
  27. NeurIPS 2026UniSHARP: Universal Sharp Monocular View Synthesis
  28. NeurIPS 2026Universal Time Series Generation with Neural Controlled Differential Equations
  29. NeurIPS 2026VAR-Q: Tuning-free KV Cache Quantization for Visual Autoregressive Image and Video Generation
  30. NeurIPS 2026Variational Wasserstein Model on Riemannian Manifolds for Image Segmentation
  31. NeurIPS 2026VeriContest: A Competitive-Programming Benchmark for Verifiable Code Generation
  32. NeurIPS 2026Verifier Choice is a Benchmark Design Variable: Auditing Structural Counting Evaluation in Text-to-Image Models
  33. NeurIPS 2026Video Generation Research Needs a Legally Sustainable Data Infrastructure
  34. NeurIPS 2026VideoMDM: Towards 3D Human Motion Generation From 2D Supervision
  35. NeurIPS 2026VisionCreator-S1: Evolving Visual-Generation Agents via Skill-GRPO Optimization
  36. NeurIPS 2026VolCo: Volumetric Contact for High-Fidelity Human Grasp Generation
  37. NeurIPS 2026VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching
  38. NeurIPS 2026VUM: Visual Unified Models for Image Generation and Perception
  39. NeurIPS 2026WaveGen: Truly End-to-End Waveform Generation via Internal Spectral Trajectory Learning
  40. NeurIPS 2026What Matters for Diffusion-Friendly Latent Manifold? Prior-Aligned Autoencoders for Latent Diffusion
  41. NeurIPS 2026When Do Cosine Prototypes Mislead? A Whitening-Aware Benchmark for Frozen-Feature Image Classification
  42. NeurIPS 2026When Should LLMs Be Less Specific? Selective Abstraction for Reliable Long-Form Text Generation
  43. NeurIPS 2026When Think-with-Image Meets Safety: What Determines Multimodal Jailbreak Robustness?
  44. NeurIPS 2026Where Do Long Captions Fail? Position-Aware Diagnosis and Reinforcement Learning for Detailed Image Captioning
  45. NeurIPS 2026Where to Look Is Not How to Fix: Pre-Denoising Diagnostics and Modality-Dependent Control in Diffusion Composition
  46. NeurIPS 2026Which Tokens to Merge? Diffusion Dynamics for Efficient Image Generation
  47. NeurIPS 2026Why Do DiT Editors Drift? Plug-and-Play Low Frequency Alignment in VAE Latent Space
  48. NeurIPS 2026World Tracing: Pixel-Aligned Geometry Beyond the Visible
  49. NeurIPS 2026WorldSR: Harnessing World Knowledge Search for Grounded Image Super-Resolution
  50. NeurIPS 2026WovenAnchor Matcher: Specialized Intra- and Inter-Image Context Modeling for Feature Matching

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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