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 4 / 6 页

  1. CVPR 2024Gradient Alignment for Cross-Domain Face Anti-Spoofing
  2. CVPR 2024InfLoRA: Interference-Free Low-Rank Adaptation for Continual Learning
  3. CVPR 2024LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
  4. CVPR 2024Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation
  5. CVPR 2024MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling
  6. CVPR 2024Modality-Collaborative Test-Time Adaptation for Action Recognition
  7. CVPR 2024Multimodal Representation Learning by Alternating Unimodal Adaptation
  8. CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
  9. CVPR 2024Parameter Efficient Self-Supervised Geospatial Domain Adaptation
  10. CVPR 2024Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization
  11. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
  12. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
  13. CVPR 2024Rapid Motor Adaptation for Robotic Manipulator Arms
  14. CVPR 2024Rethinking the Evaluation Protocol of Domain Generalization
  15. CVPR 2024Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer
  16. CVPR 2024Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens
  17. CVPR 2024Single Domain Generalization for Crowd Counting
  18. CVPR 2024Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation
  19. CVPR 2024Source-Free Domain Adaptation with Frozen Multimodal Foundation Model
  20. CVPR 2024Split to Merge: Unifying Separated Modalities for Unsupervised Domain Adaptation
  21. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
  22. CVPR 2024Test-Time Adaptation for Depth Completion
  23. CVPR 2024Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection
  24. CVPR 2024Understanding and Improving Source-free Domain Adaptation from a Theoretical Perspective
  25. CVPR 2024Unified Entropy Optimization for Open-Set Test-Time Adaptation
  26. CVPR 2024Unified Language-driven Zero-shot Domain Adaptation
  27. CVPR 2024Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class Bias
  28. CVPR 2024Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training
  29. CVPR 2024Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain Adaptation
  30. CVPR 2024View From Above: Orthogonal-View aware Cross-view Localization
  31. CVPR 2024Wonder3D: Single Image to 3D using Cross-Domain Diffusion
  32. CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
  33. CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
  34. CVPR 2023A Probabilistic Framework for Lifelong Test-Time Adaptation
  35. CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
  36. CVPR 2023ALOFT: A Lightweight MLP-Like Architecture With Dynamic Low-Frequency Transform for Domain Generalization
  37. CVPR 2023AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
  38. CVPR 2023AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation
  39. CVPR 2023Back to the Source: Diffusion-Driven Adaptation To Test-Time Corruption
  40. CVPR 2023Bi3D: Bi-Domain Active Learning for Cross-Domain 3D Object Detection
  41. CVPR 2023Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
  42. CVPR 2023C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation
  43. CVPR 2023CiCo: Domain-Aware Sign Language Retrieval via Cross-Lingual Contrastive Learning
  44. CVPR 2023CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
  45. CVPR 2023Class Relationship Embedded Learning for Source-Free Unsupervised Domain Adaptation
  46. CVPR 2023Continuous Pseudo-Label Rectified Domain Adaptive Semantic Segmentation With Implicit Neural Representations
  47. CVPR 2023Contrastive Mean Teacher for Domain Adaptive Object Detectors
  48. CVPR 2023COT: Unsupervised Domain Adaptation With Clustering and Optimal Transport
  49. CVPR 2023Cross-Domain 3D Hand Pose Estimation With Dual Modalities
  50. CVPR 2023Cross-Domain Image Captioning With Discriminative Finetuning

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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