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 65 篇，第 1 / 2 页

  1. CVPR 2024A Versatile Framework for Continual Test-Time Domain Adaptation: Balancing Discriminability and Generalizability
  2. CVPR 2024A2XP: Towards Private Domain Generalization
  3. CVPR 2024Active Domain Adaptation with False Negative Prediction for Object Detection
  4. CVPR 2024Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
  5. CVPR 2024AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
  6. CVPR 2024APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation
  7. CVPR 2024Backpropagation-free Network for 3D Test-time Adaptation
  8. CVPR 2024Boosting Diffusion Models with Moving Average Sampling in Frequency Domain
  9. CVPR 2024Boosting Object Detection with Zero-Shot Day-Night Domain Adaptation
  10. CVPR 2024Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality Assessment
  11. CVPR 2024CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection
  12. CVPR 2024Construct to Associate: Cooperative Context Learning for Domain Adaptive Point Cloud Segmentation
  13. CVPR 2024Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation
  14. CVPR 2024Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
  15. CVPR 2024D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection
  16. CVPR 2024Day-Night Cross-domain Vehicle Re-identification
  17. CVPR 2024DiffusionGAN3D: Boosting Text-guided 3D Generation and Domain Adaptation by Combining 3D GANs and Diffusion Priors
  18. CVPR 2024Discriminative Pattern Calibration Mechanism for Source-Free Domain Adaptation
  19. CVPR 2024Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning
  20. CVPR 2024Disentangled Prompt Representation for Domain Generalization
  21. CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
  22. CVPR 2024Domain Prompt Learning with Quaternion Networks
  23. CVPR 2024Domain Separation Graph Neural Networks for Saliency Object Ranking
  24. CVPR 2024Domain-Agnostic Mutual Prompting for Unsupervised Domain Adaptation
  25. CVPR 2024Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
  26. CVPR 2024Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
  27. CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
  28. CVPR 2024Enhancing Quality of Compressed Images by Mitigating Enhancement Bias Towards Compression Domain
  29. CVPR 2024EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition
  30. CVPR 2024Fast Adaptation for Human Pose Estimation via Meta-Optimization
  31. CVPR 2024Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning
  32. CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
  33. CVPR 2024Generalizing 6-DoF Grasp Detection via Domain Prior Knowledge
  34. CVPR 2024GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
  35. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
  36. CVPR 2024InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning
  37. CVPR 2024LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
  38. CVPR 2024Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation
  39. CVPR 2024MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling
  40. CVPR 2024Modality-Collaborative Test-Time Adaptation for Action Recognition
  41. CVPR 2024Multimodal Representation Learning by Alternating Unimodal Adaptation
  42. CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
  43. CVPR 2024Parameter Efficient Self-Supervised Geospatial Domain Adaptation
  44. CVPR 2024Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
  45. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
  46. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
  47. CVPR 2024Rapid Motor Adaptation for Robotic Manipulator Arms
  48. CVPR 2024Rethinking the Evaluation Protocol of Domain Generalization
  49. CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
  50. CVPR 2024Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens

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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