OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Jun 7, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available Counterfactual Maximum Likelihood Estimation for Training Deep Networks Jun 7, 2021 counterfactual Domain Generalization
Code Code Available An Information-theoretic Approach to Distribution Shifts Jun 7, 2021 Domain Generalization Model Selection
Code Code Available Source-Free Open Compound Domain Adaptation in Semantic Segmentation Jun 7, 2021 Domain Adaptation Domain Generalization
Code Code Available Quantifying and Improving Transferability in Domain Generalization Jun 7, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available Feature-based Style Randomization for Domain Generalization Jun 6, 2021 Data Augmentation Diversity
— Unverified SAND-mask: An Enhanced Gradient Masking Strategy for the Discovery of Invariances in Domain Generalization Jun 4, 2021 Domain Generalization Sand
Code Code Available When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations Jun 3, 2021 Domain Generalization Fine-Grained Image Classification
Code Code Available Contrastive ACE: Domain Generalization Through Alignment of Causal Mechanisms Jun 2, 2021 Domain Generalization
— Unverified MetaSets：Meta-Learning on Point Sets for Generalizable Representations Jun 1, 2021 Domain Generalization
— Unverified Adversarially Adaptive Normalization for Single Domain Generalization Jun 1, 2021 Domain Generalization
— Unverified Semi-Supervised Domain Generalization with Stochastic StyleMatch Jun 1, 2021 Domain Generalization Semi-Supervised Domain Generalization
Code Code Available Semi-Supervised Disparity Estimation with Deep Feature Reconstruction Jun 1, 2021 Disparity Estimation Domain Generalization
— Unverified On Compositional Generalization of Neural Machine Translation May 31, 2021 Domain Generalization Machine Translation
Code Code Available On the benefits of representation regularization in invariance based domain generalization May 30, 2021 Domain Generalization Representation Learning
— Unverified Multiple Domain Experts Collaborative Learning: Multi-Source Domain Generalization For Person Re-Identification May 26, 2021 Domain Generalization Meta-Learning
— Unverified A Fourier-based Framework for Domain Generalization May 24, 2021 Data Augmentation Domain Generalization
Code Code Available Weakly-Supervised Physically Unconstrained Gaze Estimation May 20, 2021 Domain Generalization Gaze Estimation
Code Code Available Medical Image Segmentation Using Squeeze-and-Expansion Transformers May 20, 2021 Brain Tumor Segmentation Domain Generalization
Code Code Available Towards Robust Vision Transformer May 17, 2021 Domain Generalization Image Classification
Code Code Available Privacy-Preserving Constrained Domain Generalization via Gradient Alignment May 14, 2021 Classification Domain Generalization
— Unverified A Bit More Bayesian: Domain-Invariant Learning with Uncertainty May 9, 2021 Bayesian Inference Domain Generalization
Code Code Available Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue Systems May 8, 2021 Domain Generalization Movie Recommendation
Code Code Available Generalizable Representation Learning for Mixture Domain Face Anti-Spoofing May 6, 2021 Domain Generalization Face Anti-Spoofing
— Unverified Learning to Perturb Word Embeddings for Out-of-distribution QA May 6, 2021 Data Augmentation Domain Generalization
Code Code Available Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Apr 29, 2021 Classification Cross-Domain Few-Shot
Code Code Available Deep Domain Generalization with Feature-norm Network Apr 28, 2021 Domain Generalization image-classification
— Unverified Gradient Matching for Domain Generalization Apr 20, 2021 Domain Generalization Image Classification
Code Code Available SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Apr 20, 2021 Contrastive Learning Domain Generalization
Code Code Available Deep Stable Learning for Out-Of-Distribution Generalization Apr 16, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available Learning to Synthesize Data for Semantic Parsing Apr 12, 2021 Domain Generalization Semantic Parsing
Code Code Available Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization Apr 12, 2021 Domain Generalization Generative Adversarial Network
— Unverified Open Domain Generalization with Domain-Augmented Meta-Learning Apr 8, 2021 Domain Generalization Meta-Learning
— Unverified Unsupervised Visual Attention and Invariance for Reinforcement Learning Apr 7, 2021 Domain Generalization Keypoint Detection
— Unverified Contrastive Syn-to-Real Generalization Apr 6, 2021 Diversity Domain Generalization
Code Code Available Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive Learning Apr 6, 2021 Contrastive Learning Data Augmentation
— Unverified Domain Generalization with MixStyle Apr 5, 2021 Diversity Domain Generalization
— Unverified Explainability-aided Domain Generalization for Image Classification Apr 5, 2021 Classification Domain Generalization
— Unverified S2R-DepthNet: Learning a Generalizable Depth-specific Structural Representation Apr 2, 2021 3D geometry Depth Estimation
Code Code Available Confidence Calibration for Domain Generalization under Covariate Shift Apr 1, 2021 Domain Adaptation Domain Generalization
— Unverified Progressive Domain Expansion Network for Single Domain Generalization Mar 30, 2021 Contrastive Learning Domain Generalization
Code Code Available Learning Domain Invariant Representations for Generalizable Person Re-Identification Mar 29, 2021 Data Augmentation Domain Generalization
— Unverified Adaptive Methods for Real-World Domain Generalization Mar 29, 2021 Domain Generalization
— Unverified RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening Mar 29, 2021 All-day Semantic Segmentation Autonomous Driving
Code Code Available Dynamic Domain Adaptation for Efficient Inference Mar 26, 2021 Domain Adaptation Domain Generalization
Code Code Available Orthogonal Projection Loss Mar 25, 2021 Domain Generalization Few-Shot Learning
Code Code Available NaturalProofs: Mathematical Theorem Proving in Natural Language Mar 24, 2021 Automated Theorem Proving Domain Generalization
Code Code Available PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation Mar 24, 2021 Domain Adaptation Domain Generalization
Code Code Available Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation Mar 23, 2021 Auxiliary Learning Domain Adaptation
— Unverified An Empirical Framework for Domain Generalization in Clinical Settings Mar 20, 2021 Domain Generalization Time Series
Code Code Available 