图像编辑论文趋势 2023–2026

指令编辑

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 692 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

图像编辑论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20232515864112
202433241390160
202545291197182
2026524033113238

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

全部图像编辑论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 182 篇，第 3 / 4 页

  1. ICLR 2025Can Knowledge Editing Really Correct Hallucinations?
  2. ICLR 2025CLIPDrag: Combining Text-based and Drag-based Instructions for Image Editing
  3. ICLR 2025CollabEdit: Towards Non-destructive Collaborative Knowledge Editing
  4. ICLR 2025Composable Interventions for Language Models
  5. ICLR 2025ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning
  6. ICLR 2025DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image Editing
  7. ICLR 2025Discriminating image representations with principal distortions
  8. ICLR 2025Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models
  9. ICLR 2025GDrag:Towards General-Purpose Interactive Editing with Anti-ambiguity Point Diffusion
  10. ICLR 2025Generalized Consistency Trajectory Models for Image Manipulation
  11. ICLR 2025GoodDrag: Towards Good Practices for Drag Editing with Diffusion Models
  12. ICLR 2025HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
  13. ICLR 2025InstantPortrait: One-Step Portrait Editing via Diffusion Multi-Objective Distillation
  14. ICLR 2025InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences
  15. ICLR 2025IV-mixed Sampler: Leveraging Image Diffusion Models for Enhanced Video Synthesis
  16. ICLR 2025Lightning-Fast Image Inversion and Editing for Text-to-Image Diffusion Models
  17. ICLR 2025MP-Mat: A 3D-and-Instance-Aware Human Matting and Editing Framework with Multiplane Representation
  18. ICLR 2025Multi-Reward as Condition for Instruction-based Image Editing
  19. ICLR 2025OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision
  20. ICLR 2025Perturbation-Restrained Sequential Model Editing
  21. ICLR 2025PostEdit: Posterior Sampling for Efficient Zero-Shot Image Editing
  22. ICLR 2025Robust Watermarking Using Generative Priors Against Image Editing: From Benchmarking to Advances
  23. ICLR 2025Scaling In-the-Wild Training for Diffusion-based Illumination Harmonization and Editing by Imposing Consistent Light Transport
  24. ICLR 2025Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations
  25. ICLR 2025ToddlerDiffusion: Interactive Structured Image Generation with Cascaded Schrödinger Bridge
  26. ICLR 2025Uncovering Overfitting in Large Language Model Editing
  27. ICML 2025Balancing Preservation and Modification: A Region and Semantic Aware Metric for Instruction-Based Image Editing
  28. ICML 2025DEALing with Image Reconstruction: Deep Attentive Least Squares
  29. ICML 2025DragLoRA: Online Optimization of LoRA Adapters for Drag-based Image Editing in Diffusion Model
  30. ICML 2025Editable Noise Map Inversion: Encoding Target-image into Noise For High-Fidelity Image Manipulation
  31. ICML 2025FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing
  32. ICML 2025FlowDrag: 3D-aware Drag-based Image Editing with Mesh-guided Deformation Vector Flow Fields
  33. ICML 2025Highly Compressed Tokenizer Can Generate Without Training
  34. ICML 2025LightningDrag: Lightning Fast and Accurate Drag-based Image Editing Emerging from Videos
  35. ICML 2025Mitigating Heterogeneous Token Overfitting in LLM Knowledge Editing
  36. ICML 2025Resolving Lexical Bias in Model Editing
  37. ICML 2025Towards Lifelong Model Editing via Simulating Ideal Editor
  38. NeurIPS 20253DOT: Texture Transfer for 3DGS Objects from a Single Reference Image
  39. NeurIPS 2025A$^3$E: Towards Compositional Model Editing
  40. NeurIPS 2025AutoEdit: Automatic Hyperparameter Tuning for Image Editing
  41. NeurIPS 2025Bio-Inspired Image Restoration
  42. NeurIPS 2025BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing
  43. NeurIPS 2025CamEdit: Continuous Camera Parameter Control for Photorealistic Image Editing
  44. NeurIPS 2025CAMILA: Context-Aware Masking for Image Editing with Language Alignment
  45. NeurIPS 2025Convolution Goes Higher-Order: A Biologically Inspired Mechanism Empowers Image Classification
  46. NeurIPS 2025Counterfactual Image Editing with Disentangled Causal Latent Space
  47. NeurIPS 2025CURE: Concept Unlearning via Orthogonal Representation Editing in Diffusion Models
  48. NeurIPS 2025DCI: Dual-Conditional Inversion for Boosting Diffusion-Based Image Editing
  49. NeurIPS 2025Dual Data Alignment Makes AI-Generated Image Detector Easier Generalizable
  50. NeurIPS 2025EditInfinity: Image Editing with Binary-Quantized Generative Models

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 查图像编辑在 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-editing"}

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编辑论文？
共 692 篇，按年份分别是 2023 年 112 篇、2024 年 160 篇、2025 年 182 篇、2026 年 238 篇。
NeurIPS 2026 有多少篇图像编辑论文？
NeurIPS 2026 有 52 篇图像编辑论文，上一届是 45 篇。
ICLR 2026 有多少篇图像编辑论文？
ICLR 2026 有 40 篇图像编辑论文，上一届是 29 篇。
ICML 2026 有多少篇图像编辑论文？
ICML 2026 有 33 篇图像编辑论文，上一届是 11 篇。
CVPR 2026 有多少篇图像编辑论文？
CVPR 2026 有 113 篇图像编辑论文，上一届是 97 篇。
哪个会议的图像编辑论文最多？
CVPR，2023–2026 年共 364 篇。

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