Bridging the Source-to-target Gap for Cross-domain Person Re-Identification with Intermediate Domains Mar 3, 2022 Domain Generalization Person Re-Identification
Code Code Available BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning Mar 3, 2022 Compositional Zero-Shot Learning Contrastive Learning
Code Code Available Global-Local Regularization Via Distributional Robustness Mar 1, 2022 Adversarial Robustness Domain Adaptation
Code Code Available FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Feb 28, 2022 Autonomous Driving Domain Generalization
Code Code Available DGSS : Domain Generalized Semantic Segmentation using Iterative Style Mining and Latent Representation Alignment Feb 26, 2022 Domain Generalization Segmentation
— Unverified Person Re-identification: A Retrospective on Domain Specific Open Challenges and Future Trends Feb 26, 2022 Domain Generalization Person Re-Identification
— Unverified Deep Learning for Hate Speech Detection: A Comparative Study Feb 19, 2022 Computational Efficiency Deep Learning
Code Code Available Learning to Generalize across Domains on Single Test Samples Feb 16, 2022 Bayesian Inference Domain Adaptation
Code Code Available Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Feb 16, 2022 Action Classification Action Recognition
— Unverified ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification Feb 15, 2022 Data Augmentation Domain Generalization
Code Code Available Domain-Adjusted Regression or: ERM May Already Learn Features Sufficient for Out-of-Distribution Generalization Feb 14, 2022 Domain Generalization Out-of-Distribution Generalization
Code Code Available Source data selection for out-of-domain generalization Feb 4, 2022 Domain Generalization Transfer Learning
— Unverified Certifying Out-of-Domain Generalization for Blackbox Functions Feb 3, 2022 Domain Generalization
Code Code Available Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization Feb 3, 2022 Domain Generalization
— Unverified On the Limitations of General Purpose Domain Generalisation Methods Feb 1, 2022 Domain Generalization
— Unverified Provable Domain Generalization via Invariant-Feature Subspace Recovery Jan 30, 2022 Domain Generalization
Code Code Available Domain generalization in deep learning-based mass detection in mammography: A large-scale multi-center study Jan 27, 2022 Breast Cancer Detection Deep Learning
— Unverified Conditional entropy minimization principle for learning domain invariant representation features Jan 25, 2022 Domain Generalization
Code Code Available Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction Jan 20, 2022 Data Augmentation Decoder
— Unverified Moving Beyond Navigation with Active Neural SLAM Jan 17, 2022 Domain Generalization motion prediction
— Unverified LawngNLI: a multigranular, long-premise NLI benchmark for evaluating models’ in-domain generalization from short to long contexts Jan 16, 2022 Domain Generalization Natural Language Inference
— Unverified Pedestrian Detection: Domain Generalization, CNNs, Transformers and Beyond Jan 10, 2022 Attribute Autonomous Driving
Code Code Available A ConvNet for the 2020s Jan 10, 2022 Classification Domain Generalization
Code Code Available Preserving Domain Private Representation via Mutual Information Maximization Jan 9, 2022 Domain Adaptation Domain Generalization
— Unverified ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching Networks Jan 6, 2022 Domain Generalization Sensitivity
Code Code Available Contrastive Regression for Domain Adaptation on Gaze Estimation Jan 1, 2022 Domain Adaptation Domain Generalization
— Unverified The Two Dimensions of Worst-Case Training and Their Integrated Effect for Out-of-Domain Generalization Jan 1, 2022 BIG-bench Machine Learning Domain Generalization
— Unverified PCL: Proxy-Based Contrastive Learning for Domain Generalization Jan 1, 2022 Contrastive Learning Domain Generalization
Code Code Available Meta Distribution Alignment for Generalizable Person Re-Identification Jan 1, 2022 Domain Generalization Generalizable Person Re-identification
Code Code Available BoosterNet: Improving Domain Generalization of Deep Neural Nets Using Culpability-Ranked Features Jan 1, 2022 Diagnostic Domain Generalization
— Unverified Style Neophile: Constantly Seeking Novel Styles for Domain Generalization Jan 1, 2022 Domain Generalization Representation Learning
— Unverified Meta Convolutional Neural Networks for Single Domain Generalization Jan 1, 2022 Domain Generalization Photo to Rest Generalization
— Unverified Optimal Representations for Covariate Shift Dec 31, 2021 Domain Generalization Image Classification
Code Code Available Feature Generation and Hypothesis Verification for Reliable Face Anti-Spoofing Dec 30, 2021 Disentanglement Domain Generalization
Code Code Available PRIME: A few primitives can boost robustness to common corruptions Dec 27, 2021 Computational Efficiency Data Augmentation
Code Code Available Meta-Learned Feature Critics for Domain Generalized Semantic Segmentation Dec 27, 2021 Disentanglement Domain Adaptation
— Unverified MVDG: A Unified Multi-view Framework for Domain Generalization Dec 23, 2021 Domain Generalization Meta-Learning
Code Code Available Recur, Attend or Convolve? On Whether Temporal Modeling Matters for Cross-Domain Robustness in Action Recognition Dec 22, 2021 Action Recognition Domain Generalization
Code Code Available Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization Dec 21, 2021 Domain Adaptation Domain Generalization
Code Code Available Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization Dec 17, 2021 Domain Generalization Zero-shot Generalization
Code Code Available Large Dual Encoders Are Generalizable Retrievers Dec 15, 2021 Domain Generalization Passage Retrieval
Code Code Available Cross-Domain Generalization and Knowledge Transfer in Transformers Trained on Legal Data Dec 15, 2021 Domain Generalization Sentence
— Unverified A Style and Semantic Memory Mechanism for Domain Generalization Dec 14, 2021 Domain Generalization
— Unverified Adaptive Methods for Aggregated Domain Generalization Dec 9, 2021 Domain Generalization
Code Code Available Rethinking the Authorship Verification Experimental Setups Dec 9, 2021 Authorship Verification Domain Generalization
Code Code Available 3D-VField: Adversarial Augmentation of Point Clouds for Domain Generalization in 3D Object Detection Dec 9, 2021 3D Object Detection Data Augmentation
— Unverified PLACE dropout: A Progressive Layer-wise and Channel-wise Dropout for Domain Generalization Dec 7, 2021 Domain Generalization
Code Code Available Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey Dec 6, 2021 Domain Adaptation Domain Generalization
— Unverified Unsupervised Domain Generalization by Learning a Bridge Across Domains Dec 4, 2021 Domain Generalization Self-Supervised Learning
Code Code Available Causal-based Time Series Domain Generalization for Vehicle Intention Prediction Dec 3, 2021 Autonomous Vehicles Domain Generalization
— Unverified 