域适应论文趋势 2023–2026

主要结论

• 域适应论文从 2023 年的 174 篇增长到 2026 年的 263 篇，三年间扩大到约 1.5 倍。
• CVPR 是发域适应论文最多的会议，2023–2026 年共 268 篇，占四个会议总量的 31%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 7 篇增至 2026 年的 38 篇。
• 在「元学习与迁移」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的基础模型适配是 3.8 倍，域适应是 1.5 倍。

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 2026A Dual-Domain Vision Transformer with Spectral Positional Bias
• ICML 2026Bayesian Meta-Learning with Expert Feedback for Task-Shift Adaptation through Causal Embeddings
• ICLR 2026Bayesian Evidence-Driven Prototype Evolution for Federated Domain Adaptation
• CVPR 2026Anatomical Domain Shifts Test-time Heterogeneous Adaptation for 3D Human Pose
• NeurIPS 20253DPE-Gaze:Unlocking the Potential of 3D Facial Priors for Generalized Gaze Estimation
• ICML 2025A General Representation-Based Approach to Multi-Source Domain Adaptation
• ICLR 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation
• CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
• NeurIPS 2024A Cross-Domain Benchmark for Active Learning
• ICML 2024Batch Singular Value Polarization and Weighted Semantic Augmentation for Universal Domain Adaptation
• ICLR 2024Adapting Large Language Models via Reading Comprehension
• CVPR 2024Day-Night Cross-domain Vehicle Re-identification
• NeurIPS 2023(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy
• ICML 2023In Search for a Generalizable Method for Source Free Domain Adaptation
• ICLR 2023Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by Aggregation
• CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
• NeurIPS 2026A unified pairwise distribution matching framework for graph domain adaptation under structure shift
• ICML 2026Content-Style Identification via Differential Independence
• ICLR 2026Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection
• CVPR 2026Bridge Basis-Driven Causal Inference Marries VFMs for Domain Generalization

全部域适应论文

共 866 篇，第 1 / 18 页

1. CVPR 2026A Closer Look at Cross-Domain Few-Shot Object Detection Fine-Tuning Matters
2. CVPR 2026AcTTA Rethinking Test-Time Adaptation via Dynamic Activation
3. CVPR 2026Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning
4. CVPR 2026Anatomical Domain Shifts Test-time Heterogeneous Adaptation for 3D Human Pose
5. CVPR 2026Anomaly-Related Residual Fields for Cross-domain Anomaly Detection
6. CVPR 2026Back to Source Open-Set Continual Test-Time Adaptation via Domain Compensation
7. CVPR 2026Bidirectional Cross-Modal Prompting for Event-Frame Asymmetric Stereo
8. CVPR 2026BiPA Bilevel Prompt Adaptation for Underwater Instance Segmentation
9. CVPR 2026Black-Box Domain Adaptation for Object Detection with Retention-Driven Knowledge Compression
10. CVPR 2026Boosting Vision-Language Models Towards Cross-Domain Incremental Object Detection
11. CVPR 2026Bridge Basis-Driven Causal Inference Marries VFMs for Domain Generalization
12. CVPR 2026CD-Buffer Complementary Dual-Buffer Framework for Test-Time Adaptation in Adverse Weather
13. CVPR 2026CHIPS Efficient CLIP Adaptation via Curvature-aware Hybrid Influence-based Data Selection
14. CVPR 2026CoFiDA-M Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference
15. CVPR 2026Cross-Architecture Adaptation Cloud-Edge Continual Test-Time Adaptation with Dynamic Sampling and
16. CVPR 2026Cross-Domain Demo-to-Code via Neurosymbolic Counterfactual Reasoning
17. CVPR 2026Cross-domain Dual-stream Feature Disentanglement for Brain Disorder Prediction with Sparsely
18. CVPR 2026Cross-Domain Few-Shot Segmentation via Multi-view Progressive Adaptation
19. CVPR 2026CrossEarth-Gate Fisher-Guided Adaptive Tuning Engine for Efficient Adaptation of Cross-Domain
20. CVPR 2026Curvature-Aware Zeroth-Order Optimization for Memory-Efficient Test-Time Adaptation
21. CVPR 2026DA-Mamba Learning Domain-Aware State Space Model for Global-Local Alignment in
22. CVPR 2026Dance Across Shifts Forward-Facilitation Continual Test-Time Adaptation through Dynamic Style
23. CVPR 2026Decoupled and Reusable Adaptation for Efficient Cross-Modal Transfer
24. CVPR 2026Degradation-Consistent Test-Time Adaptation for All-in-One Image Restoration
25. CVPR 2026Disentanglement-wise Image Dehazing through Cross-Domain Manifold Consensus
26. CVPR 2026DK-DDIL Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical
27. CVPR 2026Domain Sensitive Federated Learning with Fisher-Informed Pruning
28. CVPR 2026Expert-Teacher-Student Collaborative Learning for Domain Adaptive Object Detection
29. CVPR 2026FAST Topology-Aware Frequency-Domain Distribution Matching for Coreset Selection
30. CVPR 2026FedBPrompt Federated Domain Generalization Person Re-Identification via Body Distribution Aware
31. CVPR 2026FedDAP Domain-Aware Prototype Learning for Federated Learning under Domain Shift
32. CVPR 2026Frequency-domain Manipulation for Face Obfuscation
33. CVPR 2026GeCo Geometry-Consistent Regularization for Domain Generalized Semantic Segmentation
34. CVPR 2026GeCo-SRT Geometry-aware Continual Adaptation for Cross-Task Sim-to-Real Transfer
35. CVPR 2026HamiPose Hamiltonian Optimization for Unsupervised Domain Adaptive Pose Estimation
36. CVPR 2026HDR-VLM HDR-Domain Adaptation of VLMs and Preference-Aligned Quality Assessment for
37. CVPR 2026Heuristic Self-Paced Learning for Domain Adaptive Semantic Segmentation under Adverse
38. CVPR 2026HyCal A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental
39. CVPR 2026Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment
40. CVPR 2026Language Does Matter for Cross-Domain Few-Shot Visual Feature Enhancement
41. CVPR 2026LoFA Learning to Predict Personalized Prior for Fast Adaptation of
42. CVPR 2026MakeAnything Harnessing Diffusion Transformers for Multi-Domain Procedural Sequence Generation
43. CVPR 2026Masked Representation Modeling for Domain-Adaptive Segmentation
44. CVPR 2026MemFlow A Lightweight Forward Memorizing Framework for Quick Domain Adaptive
45. CVPR 2026Mind the Discriminability Trap in Source-Free Cross-domain Few-shot Learning
46. CVPR 2026Neural Collapse in Test-Time Adaptation
47. CVPR 2026PanDA Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in
48. CVPR 2026PG-VTON Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference Alignment
49. CVPR 2026QD-PCQA Quality-Aware Domain Adaptation for Point Cloud Quality Assessment
50. CVPR 2026RAW-Domain Degradation Models for Realistic Smartphone Super-Resolution

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。