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
- 图像编辑论文从 2023 年的 112 篇增长到 2026 年的 238 篇，三年间扩大到约 2.1 倍。
- CVPR 是发图像编辑论文最多的会议，2023–2026 年共 364 篇，占四个会议总量的 53%。
- 交叉方向里涨得最快的是应用 · computer vision：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 15 篇。
- 在「多模态生成」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的叙事生成是 15 倍，图像编辑是 2.1 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 25 | 15 | 8 | 64 | 112 |
| 2024 | 33 | 24 | 13 | 90 | 160 |
| 2025 | 45 | 29 | 11 | 97 | 182 |
| 2026 | 52 | 40 | 33 | 113 | 238 |
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 2026Accelerated Image Editing via Consistency-Aware Source Token Pruning
- ICML 2026Klein Hyperbolic Metric Learning
- ICLR 2026DiffVax: Optimization-Free Image Immunization Against Diffusion-Based Editing
- CVPR 2026AnchorFlow Training-Free 3D Editing via Latent Anchor-Aligned Flows
- NeurIPS 2025A$^3$E: Towards Compositional Model Editing
- ICML 2025DEALing with Image Reconstruction: Deep Attentive Least Squares
- ICLR 2025HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
- CVPR 2025AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
- NeurIPS 2024Reproducibility study of “LICO: Explainable Models with Language-Image Consistency"
- ICML 2024Counterfactual Image Editing
- ICLR 2024Guiding Instruction-based Image Editing via Multimodal Large Language Models
- CVPR 2024DiffEditor: Boosting Accuracy and Flexibility on Diffusion-based Image Editing
- NeurIPS 2023ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
- ICML 2023Random Shuffle Transformer for Image Restoration
- ICLR 2023Editing models with task arithmetic
- CVPR 20233D GAN Inversion With Facial Symmetry Prior
- NeurIPS 2026AnyBokeh: Physics-Guided Any-to-Any Bokeh Editing with Optical Fingerprint Transfer
- ICML 2026DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model
- ICLR 2026Energy-Regularized Sequential Model Editing on Hyperspheres
- CVPR 2026ChordEdit One-Step Low-Energy Transport for Image Editing
全部图像编辑论文
共 692 篇，第 7 / 14 页
- CVPR 2025OmniGuard: Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking
- CVPR 2025Pathways on the Image Manifold: Image Editing via Video Generation
- CVPR 2025Pattern Analogies: Learning to Perform Programmatic Image Edits by Analogy
- CVPR 2025PhyS-EdiT: Physics-aware Semantic Image Editing with Text Description
- CVPR 2025PhysGen3D: Crafting a Miniature Interactive World from a Single Image
- CVPR 2025PICD: Versatile Perceptual Image Compression with Diffusion Rendering
- CVPR 2025PrEditor3D: Fast and Precise 3D Shape Editing
- CVPR 2025Preserve or Modify? Context-Aware Evaluation for Balancing Preservation and Modification in Text-Guided Image Editing
- CVPR 2025Probability Density Geodesics in Image Diffusion Latent Space
- CVPR 2025PS-Diffusion: Photorealistic Subject-Driven Image Editing with Disentangled Control and Attention
- CVPR 2025QMambaBSR: Burst Image Super-Resolution with Query State Space Model
- CVPR 2025RealEdit: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations
- CVPR 2025Reference-Based 3D-Aware Image Editing with Triplanes
- CVPR 2025ScribbleLight: Single Image Indoor Relighting with Scribbles
- CVPR 2025Stable Flow: Vital Layers for Training-Free Image Editing
- CVPR 2025Style-Editor: Text-driven Object-centric Style Editing
- CVPR 2025SwiftEdit: Lightning Fast Text-Guided Image Editing via One-Step Diffusion
- CVPR 2025Targeted Forgetting of Image Subgroups in CLIP Models
- CVPR 2025Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution
- CVPR 2025Text-Driven Fashion Image Editing with Compositional Concept Learning and Counterfactual Abduction
- CVPR 2025The Power of Context: How Multimodality Improves Image Super-Resolution
- CVPR 2025Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption
- CVPR 2025Towards All-in-One Medical Image Re-Identification
- CVPR 2025Towards In-the-wild 3D Plane Reconstruction from a Single Image
- CVPR 2025Towards Scalable Human-aligned Benchmark for Text-guided Image Editing
- CVPR 2025UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation
- CVPR 2025UniReal: Universal Image Generation and Editing via Learning Real-world Dynamics
- CVPR 2025Unity in Diversity: Video Editing via Gradient-Latent Purification
- CVPR 2025UNOPose: Unseen Object Pose Estimation with an Unposed RGB-D Reference Image
- CVPR 2025Unveil Inversion and Invariance in Flow Transformer for Versatile Image Editing
- CVPR 2025VideoDirector: Precise Video Editing via Text-to-Video Models
- CVPR 2025VideoHandles: Editing 3D Object Compositions in Videos Using Video Generative Priors
- CVPR 2025Visual Prompting for One-shot Controllable Video Editing without Inversion
- CVPR 2025Visual Representation Learning through Causal Intervention for Controllable Image Editing
- CVPR 2025Your ViT is Secretly an Image Segmentation Model
- ICLR 20253DitScene: Editing Any Scene via Language-guided Disentangled Gaussian Splatting
- ICLR 2025A3D: Does Diffusion Dream about 3D Alignment?
- ICLR 2025ACE: All-round Creator and Editor Following Instructions via Diffusion Transformer
- ICLR 2025Can Knowledge Editing Really Correct Hallucinations?
- ICLR 2025CLIPDrag: Combining Text-based and Drag-based Instructions for Image Editing
- ICLR 2025CollabEdit: Towards Non-destructive Collaborative Knowledge Editing
- ICLR 2025Composable Interventions for Language Models
- ICLR 2025ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron Pruning
- ICLR 2025DiffusionGuard: A Robust Defense Against Malicious Diffusion-based Image Editing
- ICLR 2025Discriminating image representations with principal distortions
- ICLR 2025Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models
- ICLR 2025GDrag:Towards General-Purpose Interactive Editing with Anti-ambiguity Point Diffusion
- ICLR 2025Generalized Consistency Trajectory Models for Image Manipulation
- ICLR 2025GoodDrag: Towards Good Practices for Drag Editing with Diffusion Models
- ICLR 2025HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
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"}
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。