Towards Improving Adversarial Training of NLP Models Sep 1, 2021 Domain Generalization Sentence
Code Code Available AP-10K: A Benchmark for Animal Pose Estimation in the Wild Aug 28, 2021 Animal Pose Estimation Diversity
Code Code Available Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing Aug 27, 2021 Benchmarking Data Augmentation
Code Code Available Learning to Diversify for Single Domain Generalization Aug 26, 2021 Domain Generalization Photo to Rest Generalization
Code Code Available Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation Aug 25, 2021 Domain Adaptation Domain Generalization
Code Code Available Exploring Data Aggregation and Transformations to Generalize across Visual Domains Aug 20, 2021 Data Augmentation Domain Adaptation
Code Code Available Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain Aug 19, 2021 Adversarial Attack Data Augmentation
Code Code Available Feature Stylization and Domain-aware Contrastive Learning for Domain Generalization Aug 19, 2021 Contrastive Learning Domain Generalization
Code Code Available Domain Generalization via Gradient Surgery Aug 3, 2021 Domain Generalization image-classification
Code Code Available Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Jul 10, 2021 Anatomy Domain Adaptation
Code Code Available On the Challenges of Open World Recognitionunder Shifting Visual Domains Jul 9, 2021 Domain Generalization Object Recognition
Code Code Available Which Invariance Should We Transfer? A Causal Minimax Learning Approach Jul 5, 2021 Domain Generalization
Code Code Available Global Filter Networks for Image Classification Jul 1, 2021 Classification Domain Generalization
Code Code Available Deep Learning for Face Anti-Spoofing: A Survey Jun 28, 2021 Deep Learning Domain Generalization
Code Code Available VOLO: Vision Outlooker for Visual Recognition Jun 24, 2021 Domain Generalization Image Classification
Code Code Available X-FACT: A New Benchmark Dataset for Multilingual Fact Checking Jun 17, 2021 Domain Generalization Fact Checking
Code Code Available Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks Jun 8, 2021 Domain Generalization Language Modeling
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 OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization Jun 7, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available Semi-Supervised Domain Generalization with Stochastic StyleMatch Jun 1, 2021 Domain Generalization Semi-Supervised Domain Generalization
Code Code Available On Compositional Generalization of Neural Machine Translation May 31, 2021 Domain Generalization Machine Translation
Code Code Available A Fourier-based Framework for Domain Generalization May 24, 2021 Data Augmentation Domain Generalization
Code Code Available Medical Image Segmentation Using Squeeze-and-Expansion Transformers May 20, 2021 Brain Tumor Segmentation Domain Generalization
Code Code Available Weakly-Supervised Physically Unconstrained Gaze Estimation May 20, 2021 Domain Generalization Gaze Estimation
Code Code Available Towards Robust Vision Transformer May 17, 2021 Domain Generalization Image Classification
Code Code Available 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 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 SelfReg: Self-supervised Contrastive Regularization for Domain Generalization Apr 20, 2021 Contrastive Learning Domain Generalization
Code Code Available Gradient Matching for Domain Generalization Apr 20, 2021 Domain Generalization Image Classification
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 Contrastive Syn-to-Real Generalization Apr 6, 2021 Diversity Domain Generalization
Code Code Available S2R-DepthNet: Learning a Generalizable Depth-specific Structural Representation Apr 2, 2021 3D geometry Depth Estimation
Code Code Available Progressive Domain Expansion Network for Single Domain Generalization Mar 30, 2021 Contrastive Learning Domain Generalization
Code Code Available 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 PureGaze: Purifying Gaze Feature for Generalizable Gaze Estimation Mar 24, 2021 Domain Adaptation Domain Generalization
Code Code Available NaturalProofs: Mathematical Theorem Proving in Natural Language Mar 24, 2021 Automated Theorem Proving Domain Generalization
Code Code Available An Empirical Framework for Domain Generalization in Clinical Settings Mar 20, 2021 Domain Generalization Time Series
Code Code Available Treatment Effect Estimation using Invariant Risk Minimization Mar 13, 2021 Diversity Domain Generalization
Code Code Available FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Mar 10, 2021 Domain Generalization Federated Learning
Code Code Available Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis Mar 4, 2021 Deep Learning Domain Generalization
Code Code Available FSDR: Frequency Space Domain Randomization for Domain Generalization Mar 3, 2021 Domain Adaptation Domain Generalization
Code Code Available Group-wise Inhibition based Feature Regularization for Robust Classification Mar 3, 2021 Classification Diversity
Code Code Available Model-Based Domain Generalization Feb 23, 2021 Domain Generalization model
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