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 87 篇，第 1 / 2 页

1. CVPR 20232PCNet: Two-Phase Consistency Training for Day-to-Night Unsupervised Domain Adaptive Object Detection
2. CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
3. CVPR 2023A Probabilistic Framework for Lifelong Test-Time Adaptation
4. CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
5. CVPR 2023ALOFT: A Lightweight MLP-Like Architecture With Dynamic Low-Frequency Transform for Domain Generalization
6. CVPR 2023AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection
7. CVPR 2023AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation
8. CVPR 2023Back to the Source: Diffusion-Driven Adaptation To Test-Time Corruption
9. CVPR 2023Bi3D: Bi-Domain Active Learning for Cross-Domain 3D Object Detection
10. CVPR 2023Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
11. CVPR 2023C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation
12. CVPR 2023CiCo: Domain-Aware Sign Language Retrieval via Cross-Lingual Contrastive Learning
13. CVPR 2023CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection
14. CVPR 2023Class Relationship Embedded Learning for Source-Free Unsupervised Domain Adaptation
15. CVPR 2023Continuous Pseudo-Label Rectified Domain Adaptive Semantic Segmentation With Implicit Neural Representations
16. CVPR 2023Contrastive Mean Teacher for Domain Adaptive Object Detectors
17. CVPR 2023COT: Unsupervised Domain Adaptation With Clustering and Optimal Transport
18. CVPR 2023Cross-Domain 3D Hand Pose Estimation With Dual Modalities
19. CVPR 2023Cross-Domain Image Captioning With Discriminative Finetuning
20. CVPR 2023DA-DETR: Domain Adaptive Detection Transformer With Information Fusion
21. CVPR 2023DARE-GRAM: Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices
22. CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
23. CVPR 2023DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model
24. CVPR 2023Decompose, Adjust, Compose: Effective Normalization by Playing With Frequency for Domain Generalization
25. CVPR 2023Deep Frequency Filtering for Domain Generalization
26. CVPR 2023Density-Insensitive Unsupervised Domain Adaption on 3D Object Detection
27. CVPR 2023Detection Hub: Unifying Object Detection Datasets via Query Adaptation on Language Embedding
28. CVPR 2023DETR With Additional Global Aggregation for Cross-Domain Weakly Supervised Object Detection
29. CVPR 2023Divide and Adapt: Active Domain Adaptation via Customized Learning
30. CVPR 2023Domain Expansion of Image Generators
31. CVPR 2023Domain Generalized Stereo Matching via Hierarchical Visual Transformation
32. CVPR 2023Dual Alignment Unsupervised Domain Adaptation for Video-Text Retrieval
33. CVPR 2023Dual-Path Adaptation From Image to Video Transformers
34. CVPR 2023Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation
35. CVPR 2023EcoTTA: Memory-Efficient Continual Test-Time Adaptation via Self-Distilled Regularization
36. CVPR 2023Federated Domain Generalization With Generalization Adjustment
37. CVPR 2023Fix the Noise: Disentangling Source Feature for Controllable Domain Translation
38. CVPR 2023FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
39. CVPR 2023GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable Parts
40. CVPR 2023Generalized UAV Object Detection via Frequency Domain Disentanglement
41. CVPR 2023GeoNet: Benchmarking Unsupervised Adaptation Across Geographies
42. CVPR 2023Guiding Pseudo-Labels With Uncertainty Estimation for Source-Free Unsupervised Domain Adaptation
43. CVPR 2023Harmonious Teacher for Cross-Domain Object Detection
44. CVPR 2023HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation
45. CVPR 2023High-Frequency Stereo Matching Network
46. CVPR 2023Improved Test-Time Adaptation for Domain Generalization
47. CVPR 2023Improving Generalization With Domain Convex Game
48. CVPR 2023Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
49. CVPR 2023Instance-Aware Domain Generalization for Face Anti-Spoofing
50. CVPR 2023Instant Domain Augmentation for LiDAR Semantic Segmentation

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。