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 364 篇，第 3 / 8 页
- CVPR 2026Towards Training-free Scene Text Editing
- CVPR 2026UniDef Universal Defense Against Unauthorized Image Manipulation
- CVPR 2026UniEdit-I Training-free Image Editing for Unified VLM via Iterative Understanding
- CVPR 2026UniGen-1.5 Enhancing Image Generation and Editing through Reward Unification in
- CVPR 2026Unsafe2Safe Controllable Image Anonymization for Downstream Utility
- CVPR 2026V-RGBX Video Editing with Accurate Controls over Intrinsic Properties
- CVPR 2026Vinedresser3D Towards Agentic Text-guided 3D Editing
- CVPR 2026VINS-120K Ultra High-Resolution Image Editing with A Large-Scale Dataset
- CVPR 2026VisiLock Authorizing Instruction-based Image editing with Dual Score Distillation
- CVPR 2026VIVA VLM-Guided Instruction-Based Video Editing with Reward Optimization
- CVPR 2026What Matters in Practical Learned Image Compression
- CVPR 2026WiseEdit Benchmarking Cognition- and Creativity-Informed Image Editing
- CVPR 2026ZeroIDIR Zero-Reference Illumination Degradation Image Restoration with Perturbed Consistency Diffusion
- CVPR 2025Acc3D: Accelerating Single Image to 3D Diffusion Models via Edge Consistency Guided Score Distillation
- CVPR 2025ACE: Anti-Editing Concept Erasure in Text-to-Image Models
- CVPR 2025Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training
- CVPR 2025Align-A-Video: Deterministic Reward Tuning of Image Diffusion Models for Consistent Video Editing
- CVPR 2025Any-Resolution AI-Generated Image Detection by Spectral Learning
- CVPR 2025AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
- CVPR 2025Arbitrary-steps Image Super-resolution via Diffusion Inversion
- CVPR 2025Arc2Avatar: Generating Expressive 3D Avatars from a Single Image via ID Guidance
- CVPR 2025Augmenting Perceptual Super-Resolution via Image Quality Predictors
- CVPR 2025Community Forensics: Using Thousands of Generators to Train Fake Image Detectors
- CVPR 2025Concept Lancet: Image Editing with Compositional Representation Transplant
- CVPR 2025CTRL-D: Controllable Dynamic 3D Scene Editing with Personalized 2D Diffusion
- CVPR 2025DarkIR: Robust Low-Light Image Restoration
- CVPR 2025Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual Approximators
- CVPR 2025DiffLocks: Generating 3D Hair from a Single Image using Diffusion Models
- CVPR 2025Dragin3D: Image Editing by Dragging in 3D Space
- CVPR 2025DreamOmni: Unified Image Generation and Editing
- CVPR 2025Dual Prompting Image Restoration with Diffusion Transformers
- CVPR 2025Dynamic Motion Blending for Versatile Motion Editing
- CVPR 2025Easy-editable Image Vectorization with Multi-layer Multi-scale Distributed Visual Feature Embedding
- CVPR 2025Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation
- CVPR 2025EmoEdit: Evoking Emotions through Image Manipulation
- CVPR 2025FADE: Frequency-Aware Diffusion Model Factorization for Video Editing
- CVPR 2025FDS: Frequency-Aware Denoising Score for Text-Guided Latent Diffusion Image Editing
- CVPR 2025FeedEdit: Text-Based Image Editing with Dynamic Feedback Regulation
- CVPR 2025FFaceNeRF: Few-shot Face Editing in Neural Radiance Fields
- CVPR 2025FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity
- CVPR 2025FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language Model
- CVPR 2025Fitted Neural Lossless Image Compression
- CVPR 2025FLAME: Frozen Large Language Models Enable Data-Efficient Language-Image Pre-training
- CVPR 2025Floating No More: Object-Ground Reconstruction from a Single Image
- CVPR 2025FluxSpace: Disentangled Semantic Editing in Rectified Flow Models
- CVPR 2025From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral Perspective
- CVPR 2025Generative Image Layer Decomposition with Visual Effects
- CVPR 2025GenVDM: Generating Vector Displacement Maps From a Single Image
- CVPR 2025GlyphMastero: A Glyph Encoder for High-Fidelity Scene Text Editing
- CVPR 2025Gyro-based Neural Single Image Deblurring
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。