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 268 篇，第 2 / 6 页

51. CVPR 2026Reclaiming Lost Text Layers for Source-Free Cross-Domain Few-Shot Learning
52. CVPR 2026RegionRoute Regional Style Transfer with Diffusion Model
53. CVPR 2026Remedying Target-Domain Astigmatism for Cross-Domain Few-Shot Object Detection
54. CVPR 2026Render-to-Adapt Unsupervised Personal Adaptation for Gaze Estimation
55. CVPR 2026Revisiting Multimodal KV Cache Compression A Frequency-Domain-Guided Outlier-KV-Aware Approach
56. CVPR 2026See Through the Noise Improving Domain Generalization in Gaze Estimation
57. CVPR 2026Seeing Beyond Extrapolative Domain Adaptive Panoramic Segmentation
58. CVPR 2026Selective Regularized and Calibrated Harnessing Vision Foundation Models for Cross-Domain
59. CVPR 2026SHAPE Structure-aware Hierarchical Unsupervised Domain Adaptation with Plausibility Evaluation for
60. CVPR 2026SPEGC Continual Test-Time Adaptation via Semantic-Prompt-Enhanced Graph Clustering for Medical
61. CVPR 2026Tell2Adapt A Unified Framework for Source Free Unsupervised Domain Adaptation
62. CVPR 2026Text-Phase Synergy Network with Dual Priors for Unsupervised Cross-Domain Image
63. CVPR 2026Through the Frequency Lens Cross-Domain Generalisable Gaze Estimation with Adaptive
64. CVPR 2026Towards Multimodal Domain Generalization with Few Labels
65. CVPR 2026Towards Stable Federated Continual Test-Time Adaptation in Wild World
66. CVPR 2026Towards Uncertainty-aware Unsupervised Domain Adaptation for Videos and Time-Series with
67. CVPR 2026UDAPose Unsupervised Domain Adaptation for Low-Light Human Pose Estimation
68. CVPR 2026Vision-Language Model Guided Source-Free Domain Adaptation via Optimal Transport
69. CVPR 2026VoDaSuRe A Large-Scale Dataset Revealing Domain Shift in Volumetric Super-Resolution
70. CVPR 2026WiTTA-Bench Benchmarking Test-Time Adaptation for WiFi Sensing
71. CVPR 2025A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models
72. CVPR 2025ABC-Former: Auxiliary Bimodal Cross-domain Transformer with Interactive Channel Attention for White Balance
73. CVPR 2025ADU: Adaptive Detection of Unknown Categories in Black-Box Domain Adaptation
74. CVPR 2025Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation
75. CVPR 2025AvatarArtist: Open-Domain 4D Avatarization
76. CVPR 2025Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization
77. CVPR 2025Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need
78. CVPR 2025CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning
79. CVPR 2025COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation
80. CVPR 2025Distinguish Then Exploit: Source-free Open Set Domain Adaptation via Weight Barcode Estimation and Sparse Label Assignment
81. CVPR 2025Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data
82. CVPR 2025DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles
83. CVPR 2025Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning
84. CVPR 2025Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation
85. CVPR 2025Dynamic Updates for Language Adaptation in Visual-Language Tracking
86. CVPR 2025EventFly: Event Camera Perception from Ground to the Sky
87. CVPR 2025Everything to the Synthetic: Diffusion-driven Test-time Adaptation via Synthetic-Domain Alignment
88. CVPR 2025Federated Learning with Domain Shift Eraser
89. CVPR 2025Free on the Fly: Enhancing Flexibility in Test-Time Adaptation with Online EM
90. CVPR 2025Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection
91. CVPR 2025Gradient-Guided Annealing for Domain Generalization
92. CVPR 2025Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition
93. CVPR 2025Link-based Contrastive Learning for One-Shot Unsupervised Domain Adaptation
94. CVPR 2025Mitigating the Human-Robot Domain Discrepancy in Visual Pre-training for Robotic Manipulation
95. CVPR 2025Mixture of Submodules for Domain Adaptive Person Search
96. CVPR 2025MODfinity: Unsupervised Domain Adaptation with Multimodal Information Flow Intertwining
97. CVPR 2025MoGe: Unlocking Accurate Monocular Geometry Estimation for Open-Domain Images with Optimal Training Supervision
98. CVPR 2025Multi-Granularity Class Prototype Topology Distillation for Class-Incremental Source-Free Unsupervised Domain Adaptation
99. CVPR 2025ONDA-Pose: Occlusion-Aware Neural Domain Adaptation for Self-Supervised 6D Object Pose Estimation
100. CVPR 2025Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing

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。