Assessing out-of-domain generalization for robust building damage detection Nov 20, 2020 Domain Generalization
Code Code Available A Study of Domain Generalization on Ultrasound-based Multi-Class Segmentation of Arteries, Veins, Ligaments, and Nerves Using Transfer Learning Nov 13, 2020 Domain Generalization Transfer Learning
— Unverified Domain Generalization in Biosignal Classification Nov 12, 2020 Classification Domain Adaptation
— Unverified Fairness and Robustness in Invariant Learning: A Case Study in Toxicity Classification Nov 12, 2020 BIG-bench Machine Learning Causal Discovery
Code Code Available Simple Data Augmentation with the Mask Token Improves Domain Adaptation for Dialog Act Tagging Nov 1, 2020 Data Augmentation Domain Adaptation
— Unverified Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation Nov 1, 2020 BIG-bench Machine Learning Domain Generalization
Code Code Available Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification Oct 31, 2020 Classification Cross-Domain Few-Shot
— Unverified Does anatomical contextual information improve 3D U-Net based brain tumor segmentation? Oct 26, 2020 Anatomy Brain Tumor Segmentation
— Unverified Posterior Differential Regularization with f-divergence for Improving Model Robustness Oct 23, 2020 Domain Generalization
— Unverified Meta-Learning for Domain Generalization in Semantic Parsing Oct 22, 2020 Domain Generalization Meta-Learning
— Unverified Domain Generalized Person Re-Identification via Cross-Domain Episodic Learning Oct 19, 2020 Domain Adaptation Domain Generalization
— Unverified Neural Function Modules with Sparse Arguments: A Dynamic Approach to Integrating Information across Layers Oct 15, 2020 Domain Generalization
— Unverified Respecting Domain Relations: Hypothesis Invariance for Domain Generalization Oct 15, 2020 Domain Generalization
— Unverified Environment Inference for Invariant Learning Oct 14, 2020 Domain Generalization Fairness
Code Code Available Matching-space Stereo Networks for Cross-domain Generalization Oct 14, 2020 Domain Generalization Stereo Matching
Code Code Available DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Oct 13, 2020 Domain Generalization Image Segmentation
Code Code Available Unseen Target Stance Detection with Adversarial Domain Generalization Oct 12, 2020 Domain Generalization Stance Detection
Code Code Available Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification Oct 9, 2020 Domain Adaptation Domain Generalization
Code Code Available Training Deep Neural Networks for Wireless Sensor Networks Using Loosely and Weakly Labeled Images Oct 6, 2020 Domain Generalization Model Selection
— Unverified Explaining The Efficacy of Counterfactually Augmented Data Oct 5, 2020 counterfactual Domain Generalization
— Unverified DecAug: Augmenting HOI Detection via Decomposition Oct 2, 2020 Data Augmentation Domain Generalization
— Unverified Exchanging Lessons Between Algorithmic Fairness and Domain Generalization Sep 28, 2020 Domain Generalization Fairness
— Unverified Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization Sep 27, 2020 Classification Domain Generalization
Code Code Available Domain Generalization via Semi-supervised Meta Learning Sep 26, 2020 Domain Generalization Meta-Learning
Code Code Available Heterogeneous Domain Generalization via Domain Mixup Sep 11, 2020 Domain Generalization
Code Code Available Learning to Balance Specificity and Invariance for In and Out of Domain Generalization Aug 28, 2020 Domain Generalization Specificity
Code Code Available Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information Aug 27, 2020 Domain Generalization Image Segmentation
— Unverified Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Aug 18, 2020 Computed Tomography (CT) Domain Generalization
Code Code Available Zero Shot Domain Generalization Aug 17, 2020 Domain Generalization
Code Code Available Informative Dropout for Robust Representation Learning: A Shape-bias Perspective Aug 10, 2020 Domain Generalization Representation Learning
Code Code Available Improving Explainability of Image Classification in Scenarios with Class Overlap: Application to COVID-19 and Pneumonia Aug 6, 2020 Domain Generalization image-classification
— Unverified Prompt Agnostic Essay Scorer: A Domain Generalization Approach to Cross-prompt Automated Essay Scoring Aug 4, 2020 Automated Essay Scoring Domain Generalization
Code Code Available SimPose: Effectively Learning DensePose and Surface Normals of People from Simulated Data Aug 1, 2020 Domain Adaptation Domain Generalization
— Unverified SimPose: Effectively Learning DensePose and Surface Normals of People from Simulated Data Jul 30, 2020 Domain Adaptation Domain Generalization
— Unverified Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors Jul 28, 2020 Domain Generalization
— Unverified Dual Distribution Alignment Network for Generalizable Person Re-Identification Jul 27, 2020 Domain Generalization Generalizable Person Re-identification
Code Code Available Robust and Generalizable Visual Representation Learning via Random Convolutions Jul 25, 2020 Data Augmentation Domain Generalization
Code Code Available Self-Supervised Learning Across Domains Jul 24, 2020 Domain Adaptation Domain Generalization
— Unverified Towards Recognizing Unseen Categories in Unseen Domains Jul 23, 2020 Domain Generalization Zero-Shot Learning
Code Code Available Domain Generalization via Optimal Transport with Metric Similarity Learning Jul 21, 2020 Domain Generalization Metric Learning
— Unverified Accounting for Unobserved Confounding in Domain Generalization Jul 21, 2020 Domain Generalization
— Unverified Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Jul 18, 2020 Anomaly Detection Domain Generalization
— Unverified Learning to Learn with Variational Information Bottleneck for Domain Generalization Jul 15, 2020 Domain Generalization Meta-Learning
— Unverified Untapped Potential of Data Augmentation: A Domain Generalization Viewpoint Jul 9, 2020 Data Augmentation Domain Generalization
— Unverified Learning to Generate Novel Domains for Domain Generalization Jul 7, 2020 Diversity Domain Generalization
Code Code Available DART: Open-Domain Structured Data Record to Text Generation Jul 6, 2020 Domain Generalization Semantic Parsing
Code Code Available Adaptive Risk Minimization: Learning to Adapt to Domain Shift Jul 6, 2020 BIG-bench Machine Learning Domain Generalization
Code Code Available Self-Challenging Improves Cross-Domain Generalization Jul 5, 2020 Domain Generalization image-classification
Code Code Available Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains Jul 4, 2020 Domain Generalization Meta-Learning
Code Code Available In Search of Lost Domain Generalization Jul 2, 2020 Domain Generalization Model Selection
Code Code Available 