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 2 / 8 页
- CVPR 2026InstantRetouch Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space
- CVPR 2026InstructMix2Mix Consistent Sparse-View Editing Through Multi-View Model Personalization
- CVPR 2026Inter-Edit First Benchmark for Interactive Instruction-Based Image Editing
- CVPR 2026IntrinsicWeather Controllable Weather Editing in Intrinsic Space
- CVPR 2026JarvisEvo Towards a Self-Evolving Photo Editing Agent with Synergistic Editor-Evaluator
- CVPR 2026Kontinuous Kontext Continuous Strength Control for Instruction-based Image Editing
- CVPR 2026Language-Free Generative Editing from One Visual Example
- CVPR 2026Leveraging Verifier-Based Reinforcement Learning in Image Editing
- CVPR 2026Linear Image Generation by Synthesizing Exposure Brackets
- CVPR 2026Low-Resolution Editing is All You Need for High-Resolution Editing
- CVPR 2026MagicQuill V2 Precise and Interactive Image Editing with Layered Visual
- CVPR 2026Masked Region Transformer for Layered Image Generation and Editing at
- CVPR 2026Meta-CoT Enhancing Granularity and Generalization in Image Editing
- CVPR 2026Missing No More Dictionary-Guided Cross-Modal Image Fusion under Missing Infrared
- CVPR 2026MMDIR Multimodal Instruction-Driven Framework for Mixed-Degradation Document Image Restoration
- CVPR 2026More Than Meets the Eye A Unified Image Fusion Framework
- CVPR 2026MotionEdit Benchmarking and Learning Motion-Centric Image Editing
- CVPR 2026MotionV2V Editing Motion in a Video
- CVPR 2026MultiAnimate Pose-Guided Image Animation Made Extensible
- CVPR 2026NEAF Natural Image Editing with Attention Fusion for Generalizable Test-time
- CVPR 2026NI-Tex Non-isometric Image-based Garment Texture Generation
- CVPR 2026NOVA Sparse Control Dense Synthesis for Pair-Free Video Editing
- CVPR 2026ObjectMorpher 3D-Aware Image Editing via Deformable 3DGS
- CVPR 2026Omni IIE Bench Benchmarking the Practical Capabilities of Image Editing
- CVPR 2026Omni-3DEdit Generalized Versatile 3D Editing in One-Pass
- CVPR 2026OPRO Orthogonal Panel-Relative Operators for Panel-Aware In-Context Image Generation
- CVPR 2026OrionEdit Bridging Reference and Source Images for Generalized Cross-Image Editing
- CVPR 2026Personalized Image Descriptions from Attention Sequences
- CVPR 2026PhaSR Generalized Image Shadow Removal with Physically Aligned Priors
- CVPR 2026PhotoFramer Multi-modal Image Composition Instruction
- CVPR 2026Pico-Banana-400K A Large-Scale Dataset for Text-Guided Image Editing
- CVPR 2026Progress by Pieces Test-Time Scaling for Autoregressive Image Generation
- CVPR 2026Qwen-Image-Layered Towards Inherent Editability via Layer Decomposition
- CVPR 2026ReasonEdit Towards Reasoning-Enhanced Image Editing Models
- CVPR 2026ReasonX MLLM-Guided Intrinsic Image Decomposition
- CVPR 2026Refacade Editing Object with Given Reference Texture
- CVPR 2026Reflection Separation from a Single Image via Joint Latent Diffusion
- CVPR 2026ReflexSplit Single Image Reflection Separation via Layer Fusion-Separation
- CVPR 2026Rel-Zero Harnessing Patch-Pair Invariance for Robust Zero-Watermarking Against AI Editing
- CVPR 2026RetouchIQ MLLM Agents for Instruction-Based Image Retouching with Generalist Reward
- CVPR 2026RewardFlow Generate Images by Optimizing What You Reward
- CVPR 2026RFDM Residual Flow Diffusion Models for Video Editing
- CVPR 2026Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset
- CVPR 2026Self-Corrected Image Generation with Explainable Latent Rewards
- CVPR 2026SkyReels-Text Fine-Grained Font-Controllable Text Editing for Poster Design
- CVPR 2026SliderEdit Continuous Image Editing with Fine-Grained Instruction Control
- CVPR 2026SpotEdit Selective Region Editing in Diffusion Transformers
- CVPR 2026The Devil is in Attention Sharing Improving Complex Non-rigid Image
- CVPR 2026Towards High-Quality Image Segmentation Improving Topology Accuracy by Penalizing Neighbor
- CVPR 2026Towards Robust Sequential Decomposition for Complex 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。