Domain Adaptation

On Robustness and Transferability of Convolutional Neural Networks CVPR 2021 Open Domain Generalization with Domain-Augmented Meta-Learning CVPR 2021 Partial Feature Selection and Alignment for Multi-Source Domain Adaptation CVPR 2021 PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition EMNLP 2021 Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification CVPR 2021 PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training CVPR 2021 Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer EMNLP 2021 Prototypical Cross-Domain Self-Supervised Learning for Few-Shot Unsupervised Domain Adaptation CVPR 2021 Reducing Domain Gap by Reducing Style Bias CVPR 2021 RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening CVPR 2021 RPN Prototype Alignment for Domain Adaptive Object Detector CVPR 2021 S2R-DepthNet: Learning a Generalizable Depth-Specific Structural Representation CVPR 2021 Sample Selection for Universal Domain Adaptation AAAI 2021 Self-Domain Adaptation for Face Anti-Spoofing AAAI 2021 Self-Supervised Augmentation Consistency for Adapting Semantic Segmentation CVPR 2021 Source-Free Domain Adaptation for Semantic Segmentation CVPR 2021 Spatial-temporal Causal Inference for Partial Image-to-video Adaptation AAAI 2021 Spatio-temporal Contrastive Domain Adaptation for Action Recognition CVPR 2021 SSAL: Synergizing between Self-Training and Adversarial Learning for Domain Adaptive Object Detection NeurIPS 2021 Stance Detection in COVID-19 Tweets ACL 2021 The balancing principle for parameter choice in distance-regularized domain adaptation NeurIPS 2021 The Global Banking Standards QA Dataset (GBS-QA) EMNLP 2021 The Highs and Lows of Simple Lexical Domain Adaptation Approaches for Neural Machine Translation EMNLP 2021 Time Series Domain Adaptation via Sparse Associative Structure Alignment AAAI 2021 ToAlign: Task-Oriented Alignment for Unsupervised Domain Adaptation NeurIPS 2021