Domain Adaptation

UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup NeurIPS 2022 Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation CVPR 2022 Understanding Domain Randomization for Sim-to-real Transfer ICLR 2022 Undoing the Damage of Label Shift for Cross-Domain Semantic Segmentation CVPR 2022 Unifying Panoptic Segmentation for Autonomous Driving CVPR 2022 Unknown-Aware Domain Adversarial Learning for Open-Set Domain Adaptation NeurIPS 2022 Unsupervised Adaptation from Repeated Traversals for Autonomous Driving NeurIPS 2022 Unsupervised Domain Adaptation for Joint Information Extraction EMNLP 2022 Unsupervised Domain Adaptation for Semantic Segmentation using Depth Distribution NeurIPS 2022 Variational Model Perturbation for Source-Free Domain Adaptation NeurIPS 2022 VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding EMNLP 2022 Weakly Supervised Object Localization As Domain Adaption CVPR 2022 When Does Group Invariant Learning Survive Spurious Correlations? NeurIPS 2022 Adaptive Cross-Modal Prototypes for Cross-Domain Visual-Language Retrieval CVPR 2021 AdaStereo: A Simple and Efficient Approach for Adaptive Stereo Matching CVPR 2021 Addressing Domain Gap via Content Invariant Representation for Semantic Segmentation AAAI 2021 Adversarially Adaptive Normalization for Single Domain Generalization CVPR 2021 Adversarial Reweighting for Partial Domain Adaptation NeurIPS 2021 A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data AAAI 2021 Agreement-Discrepancy-Selection: Active Learning with Progressive Distribution Alignment AAAI 2021 A Prototype-Oriented Framework for Unsupervised Domain Adaptation NeurIPS 2021 Attribute-Guided Adversarial Training for Robustness to Natural Perturbations AAAI 2021 AutoDO: Robust AutoAugment for Biased Data With Label Noise via Scalable Probabilistic Implicit Differentiation CVPR 2021 Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval EMNLP 2021 Balanced Open Set Domain Adaptation via Centroid Alignment AAAI 2021