域适应论文趋势 2023–2026

跨域迁移

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 866 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

域适应论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202336351687174
202467403765209
202581454846220
202678466970263

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

全部域适应论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 268 篇，第 5 / 6 页

  1. CVPR 2023DA-DETR: Domain Adaptive Detection Transformer With Information Fusion
  2. CVPR 2023DARE-GRAM: Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices
  3. CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
  4. CVPR 2023DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model
  5. CVPR 2023Decompose, Adjust, Compose: Effective Normalization by Playing With Frequency for Domain Generalization
  6. CVPR 2023Deep Frequency Filtering for Domain Generalization
  7. CVPR 2023Density-Insensitive Unsupervised Domain Adaption on 3D Object Detection
  8. CVPR 2023Detection Hub: Unifying Object Detection Datasets via Query Adaptation on Language Embedding
  9. CVPR 2023DETR With Additional Global Aggregation for Cross-Domain Weakly Supervised Object Detection
  10. CVPR 2023Divide and Adapt: Active Domain Adaptation via Customized Learning
  11. CVPR 2023Domain Expansion of Image Generators
  12. CVPR 2023Domain Generalized Stereo Matching via Hierarchical Visual Transformation
  13. CVPR 2023Dual Alignment Unsupervised Domain Adaptation for Video-Text Retrieval
  14. CVPR 2023Dual-Path Adaptation From Image to Video Transformers
  15. CVPR 2023Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation
  16. CVPR 2023EcoTTA: Memory-Efficient Continual Test-Time Adaptation via Self-Distilled Regularization
  17. CVPR 2023Federated Domain Generalization With Generalization Adjustment
  18. CVPR 2023Fix the Noise: Disentangling Source Feature for Controllable Domain Translation
  19. CVPR 2023FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
  20. CVPR 2023GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts
  21. CVPR 2023Generalized UAV Object Detection via Frequency Domain Disentanglement
  22. CVPR 2023GeoNet: Benchmarking Unsupervised Adaptation Across Geographies
  23. CVPR 2023Guiding Pseudo-Labels With Uncertainty Estimation for Source-Free Unsupervised Domain Adaptation
  24. CVPR 2023Harmonious Teacher for Cross-Domain Object Detection
  25. CVPR 2023HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation
  26. CVPR 2023High-Frequency Stereo Matching Network
  27. CVPR 2023Improved Test-Time Adaptation for Domain Generalization
  28. CVPR 2023Improving Generalization With Domain Convex Game
  29. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
  30. CVPR 2023Instance-Aware Domain Generalization for Face Anti-Spoofing
  31. CVPR 2023Instant Domain Augmentation for LiDAR Semantic Segmentation
  32. CVPR 2023Learning Adaptive Dense Event Stereo From the Image Domain
  33. CVPR 2023Masked Representation Learning for Domain Generalized Stereo Matching
  34. CVPR 2023Meta-Causal Learning for Single Domain Generalization
  35. CVPR 2023MHPL: Minimum Happy Points Learning for Active Source Free Domain Adaptation
  36. CVPR 2023MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
  37. CVPR 2023Modality-Agnostic Debiasing for Single Domain Generalization
  38. CVPR 2023Model Barrier: A Compact Un-Transferable Isolation Domain for Model Intellectual Property Protection
  39. CVPR 2023MOT: Masked Optimal Transport for Partial Domain Adaptation
  40. CVPR 2023Neuro-Modulated Hebbian Learning for Fully Test-Time Adaptation
  41. CVPR 2023NICO++: Towards Better Benchmarking for Domain Generalization
  42. CVPR 2023Object Detection With Self-Supervised Scene Adaptation
  43. CVPR 2023OSAN: A One-Stage Alignment Network To Unify Multimodal Alignment and Unsupervised Domain Adaptation
  44. CVPR 2023Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective
  45. CVPR 2023ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification
  46. CVPR 2023Progressive Random Convolutions for Single Domain Generalization
  47. CVPR 2023Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization
  48. CVPR 2023Rethinking Federated Learning With Domain Shift: A Prototype View
  49. CVPR 2023Revisiting Prototypical Network for Cross Domain Few-Shot Learning
  50. CVPR 2023ScarceNet: Animal Pose Estimation With Scarce Annotations

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 查域适应在 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": "domain-adaptation"}

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域适应论文？
共 866 篇，按年份分别是 2023 年 174 篇、2024 年 209 篇、2025 年 220 篇、2026 年 263 篇。
NeurIPS 2026 有多少篇域适应论文？
NeurIPS 2026 有 78 篇域适应论文，上一届是 81 篇。
ICLR 2026 有多少篇域适应论文？
ICLR 2026 有 46 篇域适应论文，上一届是 45 篇。
ICML 2026 有多少篇域适应论文？
ICML 2026 有 69 篇域适应论文，上一届是 48 篇。
CVPR 2026 有多少篇域适应论文？
CVPR 2026 有 70 篇域适应论文，上一届是 46 篇。
哪个会议的域适应论文最多？
CVPR，2023–2026 年共 268 篇。

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