SWAD: Domain Generalization by Seeking Flat Minima Feb 17, 2021 Domain Generalization Generalization Bounds
Code Code Available Domain Invariant Representation Learning with Domain Density Transformations Feb 9, 2021 Domain Generalization Representation Learning
Code Code Available Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation Feb 2, 2021 Data Augmentation Domain Adaptation
Code Code Available Style Normalization and Restitution for Domain Generalization and Adaptation Jan 3, 2021 Disentanglement Domain Adaptation
Code Code Available DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation Dec 17, 2020 Domain Generalization Image Classification
Code Code Available MASKER: Masked Keyword Regularization for Reliable Text Classification Dec 17, 2020 Classification Domain Generalization
Code Code Available Towards Recognizing New Semantic Concepts in New Visual Domains Dec 16, 2020 Domain Adaptation Domain Generalization
Code Code Available Domain Generalization via Entropy Regularization Dec 1, 2020 Domain Generalization
Code Code Available Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification Dec 1, 2020 Domain Generalization Meta-Learning
Code Code Available Meta Batch-Instance Normalization for Generalizable Person Re-Identification Nov 30, 2020 Data Augmentation Domain Generalization
Code Code Available Matching-space Stereo Networks for Cross-domain Generalization Oct 14, 2020 Domain Generalization Stereo Matching
Code Code Available Environment Inference for Invariant Learning Oct 14, 2020 Domain Generalization Fairness
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 Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization Sep 27, 2020 Classification 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 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 Informative Dropout for Robust Representation Learning: A Shape-bias Perspective Aug 10, 2020 Domain Generalization Representation Learning
Code Code Available 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 Towards Recognizing Unseen Categories in Unseen Domains Jul 23, 2020 Domain Generalization Zero-Shot Learning
Code Code Available Learning to Generate Novel Domains for Domain Generalization Jul 7, 2020 Diversity Domain Generalization
Code Code Available Adaptive Risk Minimization: Learning to Adapt to Domain Shift Jul 6, 2020 BIG-bench Machine Learning Domain Generalization
Code Code Available DART: Open-Domain Structured Data Record to Text Generation Jul 6, 2020 Domain Generalization Semantic Parsing
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 Measuring Robustness to Natural Distribution Shifts in Image Classification Jul 1, 2020 Classification Domain Generalization
Code Code Available Improving robustness against common corruptions by covariate shift adaptation Jun 30, 2020 Domain Generalization Image Classification
Code Code Available The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Jun 29, 2020 Data Augmentation Domain Generalization
Code Code Available PCW-Net: Pyramid Combination and Warping Cost Volume for Stereo Matching Jun 23, 2020 Disparity Estimation Domain Generalization
Code Code Available Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Jun 23, 2020 Data Augmentation Decoder
Code Code Available Surpassing Real-World Source Training Data: Random 3D Characters for Generalizable Person Re-Identification Jun 23, 2020 Domain Generalization Generalizable Person Re-identification
Code Code Available A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available Frustratingly Simple Domain Generalization via Image Stylization Jun 19, 2020 Domain Generalization Image Stylization
Code Code Available Domain Generalization using Causal Matching Jun 12, 2020 Data Augmentation Domain Generalization
Code Code Available Style Normalization and Restitution for Generalizable Person Re-identification May 22, 2020 Disentanglement Domain Adaptation
Code Code Available Selecting Data Augmentation for Simulating Interventions May 4, 2020 Data Augmentation Domain Generalization
Code Code Available Single-Side Domain Generalization for Face Anti-Spoofing Apr 29, 2020 Domain Generalization Face Anti-Spoofing
Code Code Available Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation Apr 27, 2020 Domain Generalization Few-Shot Learning
Code Code Available Regularizing Meta-Learning via Gradient Dropout Apr 13, 2020 Domain Generalization Meta-Learning
Code Code Available Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Apr 9, 2020 Denoising Domain Generalization
Code Code Available Efficient Domain Generalization via Common-Specific Low-Rank Decomposition Mar 28, 2020 Data Augmentation Domain Generalization
Code Code Available Generalizable Model-agnostic Semantic Segmentation via Target-specific Normalization Mar 27, 2020 Domain Generalization Segmentation
Code Code Available Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild Mar 8, 2020 CPU Domain Generalization
Code Code Available Out-of-Distribution Generalization via Risk Extrapolation (REx) Mar 2, 2020 Domain Generalization Image Classification
Code Code Available On Feature Normalization and Data Augmentation Feb 25, 2020 Data Augmentation Domain Generalization
Code Code Available Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Jan 23, 2020 Classification Cross-Domain Few-Shot
Code Code Available AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dec 5, 2019 Domain Generalization image-classification
Code Code Available Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Nov 20, 2019 Domain Generalization Natural Language Inference
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