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 13 / 14 页
- CVPR 2023High-Fidelity Clothed Avatar Reconstruction From a Single Image
- CVPR 2023Image Super-Resolution Using T-Tetromino Pixels
- CVPR 2023ImageNet-E: Benchmarking Neural Network Robustness via Attribute Editing
- CVPR 2023Imagic: Text-Based Real Image Editing With Diffusion Models
- CVPR 2023InstructPix2Pix: Learning To Follow Image Editing Instructions
- CVPR 2023Learned Image Compression With Mixed Transformer-CNN Architectures
- CVPR 2023Learning a Simple Low-Light Image Enhancer From Paired Low-Light Instances
- CVPR 2023Learning Bottleneck Concepts in Image Classification
- CVPR 2023Local 3D Editing via 3D Distillation of CLIP Knowledge
- CVPR 2023Model-Agnostic Gender Debiased Image Captioning
- CVPR 2023NeuralEditor: Editing Neural Radiance Fields via Manipulating Point Clouds
- CVPR 2023Non-Contrastive Learning Meets Language-Image Pre-Training
- CVPR 2023NULL-Text Inversion for Editing Real Images Using Guided Diffusion Models
- CVPR 2023NUWA-LIP: Language-Guided Image Inpainting With Defect-Free VQGAN
- CVPR 2023OneFormer: One Transformer To Rule Universal Image Segmentation
- CVPR 2023OSRT: Omnidirectional Image Super-Resolution With Distortion-Aware Transformer
- CVPR 2023Paint by Example: Exemplar-Based Image Editing With Diffusion Models
- CVPR 2023PaletteNeRF: Palette-Based Appearance Editing of Neural Radiance Fields
- CVPR 2023PCT-Net: Full Resolution Image Harmonization Using Pixel-Wise Color Transformations
- CVPR 2023Perception-Oriented Single Image Super-Resolution Using Optimal Objective Estimation
- CVPR 2023Perspective Fields for Single Image Camera Calibration
- CVPR 2023Pic2Word: Mapping Pictures to Words for Zero-Shot Composed Image Retrieval
- CVPR 2023Polarized Color Image Denoising
- CVPR 2023PREIM3D: 3D Consistent Precise Image Attribute Editing From a Single Image
- CVPR 2023Raw Image Reconstruction With Learned Compact Metadata
- CVPR 2023Realistic Saliency Guided Image Enhancement
- CVPR 2023Referring Image Matting
- CVPR 2023Rethinking Image Super Resolution From Long-Tailed Distribution Learning Perspective
- CVPR 2023RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors
- CVPR 2023Robust Unsupervised StyleGAN Image Restoration
- CVPR 2023Scaling Up GANs for Text-to-Image Synthesis
- CVPR 2023SIEDOB: Semantic Image Editing by Disentangling Object and Background
- CVPR 2023SINE: Semantic-Driven Image-Based NeRF Editing With Prior-Guided Editing Field
- CVPR 2023SINE: SINgle Image Editing With Text-to-Image Diffusion Models
- CVPR 2023Single Image Backdoor Inversion via Robust Smoothed Classifiers
- CVPR 2023Spatio-Focal Bidirectional Disparity Estimation From a Dual-Pixel Image
- CVPR 2023StyleRes: Transforming the Residuals for Real Image Editing With StyleGAN
- CVPR 2023Text-Guided Unsupervised Latent Transformation for Multi-Attribute Image Manipulation
- CVPR 2023UMat: Uncertainty-Aware Single Image High Resolution Material Capture
- CVPR 2023Uncovering the Disentanglement Capability in Text-to-Image Diffusion Models
- CVPR 2023Unpaired Image-to-Image Translation With Shortest Path Regularization
- CVPR 2023VIVE3D: Viewpoint-Independent Video Editing Using 3D-Aware GANs
- CVPR 2023WeatherStream: Light Transport Automation of Single Image Deweathering
- CVPR 2023You Do Not Need Additional Priors or Regularizers in Retinex-Based Low-Light Image Enhancement
- ICLR 2023Active Image Indexing
- ICLR 2023DiffEdit: Diffusion-based semantic image editing with mask guidance
- ICLR 2023Diffusion Models Already Have A Semantic Latent Space
- ICLR 2023Editing models with task arithmetic
- ICLR 2023Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners
- ICLR 2023Image as Set of Points
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。