An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers Dec 1, 2021 Domain Adaptation Domain Generalization
— Unverified Test-Time Classifier Adjustment Module for Model-Agnostic Domain Generalization Dec 1, 2021 Domain Generalization Stochastic Optimization
— Unverified Adversarial Teacher-Student Representation Learning for Domain Generalization Dec 1, 2021 Data Augmentation Domain Generalization
Code Code Available Unsupervised Domain Generalization for Person Re-identification: A Domain-specific Adaptive Framework Nov 30, 2021 Domain Adaptation Domain Generalization
Code Code Available Pyramid Adversarial Training Improves ViT Performance Nov 30, 2021 Adversarial Attack Data Augmentation
Code Code Available TAL: Two-stream Adaptive Learning for Generalizable Person Re-identification Nov 29, 2021 Domain Generalization Generalizable Person Re-identification
— Unverified Towards Principled Disentanglement for Domain Generalization Nov 27, 2021 Disentanglement Domain Generalization
Code Code Available Calibrated Feature Decomposition for Generalizable Person Re-Identification Nov 27, 2021 Domain Generalization Generalizable Person Re-identification
Code Code Available On Learning Domain-Invariant Representations for Transfer Learning with Multiple Sources Nov 27, 2021 Domain Adaptation Domain Generalization
— Unverified Failure Modes of Domain Generalization Algorithms Nov 26, 2021 Domain Generalization Representation Learning
Code Code Available Confounder Identification-free Causal Visual Feature Learning Nov 26, 2021 Domain Generalization Meta-Learning
— Unverified Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains Nov 25, 2021 Domain Generalization image-classification
Code Code Available Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Nov 24, 2021 Data Augmentation Domain Generalization
Code Code Available ViCE: Improving Dense Representation Learning by Superpixelization and Contrasting Cluster Assignment Nov 24, 2021 Contrastive Learning Domain Generalization
Code Code Available Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning Nov 21, 2021 Contrastive Learning Diversity
Code Code Available Federated Learning with Domain Generalization Nov 20, 2021 Domain Generalization Federated Learning
— Unverified Discrete Representations Strengthen Vision Transformer Robustness Nov 20, 2021 Domain Generalization Image Classification
Code Code Available Semi-Supervised Domain Generalization with Evolving Intermediate Domain Nov 19, 2021 Domain Generalization Semi-Supervised Domain Generalization
Code Code Available Invariant Language Modeling Nov 16, 2021 Domain Generalization Language Modeling
— Unverified Domain Generalization on Efficient Acoustic Scene Classification using Residual Normalization Nov 12, 2021 Acoustic Scene Classification Classification
— Unverified Masked Autoencoders Are Scalable Vision Learners Nov 11, 2021 Decoder Domain Generalization
Code Code Available How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding Nov 1, 2021 Adversarial Robustness All
— Unverified Learning Domain Invariant Representations in Goal-conditioned Block MDPs Oct 27, 2021 Deep Reinforcement Learning Domain Generalization
Code Code Available DEX: Domain Embedding Expansion for Generalized Person Re-identification Oct 21, 2021 Domain Adaptation Domain Generalization
— Unverified Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization Oct 21, 2021 Domain Generalization Model Selection
Code Code Available Domain Generalization through Audio-Visual Relative Norm Alignment in First Person Action Recognition Oct 19, 2021 Action Recognition Activity Recognition
— Unverified UniFed: A Unified Framework for Federated Learning on Non-IID Image Features Oct 19, 2021 Domain Generalization Federated Learning
— Unverified Learning Representations that Support Robust Transfer of Predictors Oct 19, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available Exploiting Domain-Specific Features to Enhance Domain Generalization Oct 18, 2021 Domain Generalization Meta-Learning
Code Code Available On the Complementarity of Data Selection and Fine Tuning for Domain Adaptation Oct 16, 2021 Domain Adaptation Domain Generalization
— Unverified Invariant Language Modeling Oct 16, 2021 Domain Generalization Language Modeling
Code Code Available Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models Oct 16, 2021 Classification Domain Generalization
Code Code Available Reappraising Domain Generalization in Neural Networks Oct 15, 2021 Data Augmentation Domain Generalization
— Unverified Domain generalization in deep learning for contrast-enhanced imaging Oct 14, 2021 Anatomy Data Augmentation
— Unverified Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization Oct 13, 2021 Domain Generalization
Code Code Available Learning Meta Pattern for Face Anti-Spoofing Oct 13, 2021 Domain Generalization Face Anti-Spoofing
Code Code Available Domain Generalization via Domain-based Covariance Minimization Oct 12, 2021 Dimensionality Reduction Domain Generalization
— Unverified Better Pseudo-label: Joint Domain-aware Label and Dual-classifier for Semi-supervised Domain Generalization Oct 10, 2021 Domain Generalization Pseudo Label
— Unverified Towards Data-Free Domain Generalization Oct 9, 2021 Data-free Knowledge Distillation Domain Generalization
Code Code Available Scale Invariant Domain Generalization Image Recapture Detection Oct 7, 2021 Domain Generalization Face Identification
— Unverified The Connection between Out-of-Distribution Generalization and Privacy of ML Models Oct 7, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available Test-time Batch Statistics Calibration for Covariate Shift Oct 6, 2021 Domain Adaptation Domain Generalization
— Unverified Dynamically Decoding Source Domain Knowledge for Domain Generalization Oct 6, 2021 Decoder Domain Generalization
— Unverified Focus on the Common Good: Group Distributional Robustness Follows Oct 6, 2021 Domain Generalization
Code Code Available Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Oct 4, 2021 Domain Generalization valid
— Unverified Domain-Specific Bias Filtering for Single Labeled Domain Generalization Oct 2, 2021 Domain Generalization
Code Code Available Discussion on domain generalization in the cross-device speaker verification system Oct 1, 2021 Domain Generalization Speaker Verification
— Unverified ResNet strikes back: An improved training procedure in timm Oct 1, 2021 Classification Data Augmentation
Code Code Available Selective Cross-Domain Consistency Regularization for Time Series Domain Generalization Sep 29, 2021 Domain Generalization Representation Learning
— Unverified PDAML: A Pseudo Domain Adaptation Paradigm for Subject-independent EEG-based Emotion Recognition Sep 29, 2021 Domain Adaptation Domain Generalization
— Unverified 