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 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 Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Jun 23, 2020 Data Augmentation Decoder
Code Code Available PCW-Net: Pyramid Combination and Warping Cost Volume for Stereo Matching Jun 23, 2020 Disparity Estimation Domain Generalization
Code Code Available Feature Alignment and Restoration for Domain Generalization and Adaptation Jun 22, 2020 Disentanglement Domain Adaptation
— Unverified A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available Representation via Representations: Domain Generalization via Adversarially Learned Invariant Representations Jun 20, 2020 Domain Generalization Fairness
— Unverified 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 Enforcing Predictive Invariance across Structured Biomedical Domains Jun 6, 2020 Domain Generalization Molecular Property Prediction
— Unverified Analyse s\'emantique robuste par apprentissage antagoniste pour la g\'en\'eralisation de domaine (Robust Semantic Parsing with Adversarial Learning for Domain Generalization ) Jun 1, 2020 Domain Generalization Semantic Parsing
— Unverified Novel Human-Object Interaction Detection via Adversarial Domain Generalization May 22, 2020 Domain Generalization Human-Object Interaction Detection
— Unverified Style Normalization and Restitution for Generalizable Person Re-identification May 22, 2020 Disentanglement Domain Adaptation
Code Code Available Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study May 10, 2020 Dimensionality Reduction Domain Generalization
Code Code Available Selecting Data Augmentation for Simulating Interventions May 4, 2020 Data Augmentation Domain Generalization
Code Code Available Generalized Convolutional Forest Networks for Domain Generalization and Visual Recognition May 1, 2020 Domain Generalization image-classification
— Unverified Improving Semantic Segmentation via Self-Training Apr 30, 2020 Domain Generalization Segmentation
— Unverified Single-Side Domain Generalization for Face Anti-Spoofing Apr 29, 2020 Domain Generalization Face Anti-Spoofing
Code Code Available Addressing Artificial Intelligence Bias in Retinal Disease Diagnostics Apr 28, 2020 Diagnostic Domain Generalization
— Unverified 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 On the interplay between physical and content priors in deep learning for computational imaging Apr 14, 2020 Domain Generalization Retrieval
— Unverified WQT and DG-YOLO: towards domain generalization in underwater object detection Apr 14, 2020 Data Augmentation Diversity
— Unverified 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 Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks Apr 5, 2020 Classification Of Breast Cancer Histology Images Dimensionality Reduction
Code Code Available Sequential Learning for Domain Generalization Apr 3, 2020 Domain Generalization Lifelong learning
— Unverified Learning to Learn Single Domain Generalization Mar 30, 2020 Domain Generalization Meta-Learning
Code Code Available Improving out-of-distribution generalization via multi-task self-supervised pretraining Mar 30, 2020 Adversarial Robustness Domain Generalization
— Unverified 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 Building Computationally Efficient and Well-Generalizing Person Re-Identification Models with Metric Learning Mar 17, 2020 Domain Generalization Face Recognition
Code Code Available Boosting Unconstrained Face Recognition with Auxiliary Unlabeled Data Mar 17, 2020 Diversity Domain Generalization
— Unverified Domain Adaptive Ensemble Learning Mar 16, 2020 Domain Adaptation Domain Generalization
— Unverified Explainable Deep Classification Models for Domain Generalization Mar 13, 2020 Classification Domain Generalization
— Unverified Deep Domain-Adversarial Image Generation for Domain Generalisation Mar 12, 2020 Domain Generalization Image Generation
— Unverified 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 Learn to Expect the Unexpected: Probably Approximately Correct Domain Generalization Feb 13, 2020 Domain Generalization feature selection
— Unverified On the limits of cross-domain generalization in automated X-ray prediction Feb 6, 2020 Diagnostic 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 Improve Unsupervised Domain Adaptation with Mixup Training Jan 3, 2020 Activity Recognition Domain Adaptation
— Unverified VideoDG: Generalizing Temporal Relations in Videos to Novel Domains Dec 8, 2019 Action Recognition Data Augmentation
Code Code Available AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dec 5, 2019 Domain Generalization image-classification
Code Code Available Angular Visual Hardness Dec 4, 2019 Domain Adaptation Domain Generalization
— Unverified Correlation-aware Adversarial Domain Adaptation and Generalization Nov 29, 2019 Domain Adaptation Domain Generalization
— Unverified Regularized Fine-grained Meta Face Anti-spoofing Nov 25, 2019 Domain Generalization Face Anti-Spoofing
Code Code Available Adversarial Examples Improve Image Recognition Nov 21, 2019 Domain Generalization Image Classification
Code Code Available 