Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Jun 8, 2023 Disentanglement Domain Adaptation
Code Code Available 5 Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment Jun 23, 2020 Data Augmentation Decoder
Code Code Available 5 AAPL: Adding Attributes to Prompt Learning for Vision-Language Models Apr 25, 2024 Data Augmentation Domain Generalization
Code Code Available 5 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 5 Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Jul 18, 2023 Domain Generalization Image Segmentation
Code Code Available 5 G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection Feb 7, 2024 Domain Generalization Neural Architecture Search
Code Code Available 5 Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation Sep 18, 2021 Domain Generalization Image Segmentation
Code Code Available 5 Contrastive Syn-to-Real Generalization Apr 6, 2021 Diversity Domain Generalization
Code Code Available 5 Gradient Matching for Domain Generalization Apr 20, 2021 Domain Generalization Image Classification
Code Code Available 5 Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation Sep 13, 2021 Decoder Domain Generalization
Code Code Available 5 Collaborating Foundation Models for Domain Generalized Semantic Segmentation Dec 15, 2023 Domain Generalization Segmentation
Code Code Available 5 AdaNPC: Exploring Non-Parametric Classifier for Test-Time Adaptation Apr 25, 2023 Domain Generalization Test-time Adaptation
Code Code Available 5 APTv2: Benchmarking Animal Pose Estimation and Tracking with a Large-scale Dataset and Beyond Dec 25, 2023 Animal Pose Estimation Benchmarking
Code Code Available 5 DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization Aug 20, 2023 Domain Generalization
Code Code Available 5 Selecting Data Augmentation for Simulating Interventions May 4, 2020 Data Augmentation Domain Generalization
Code Code Available 5 Domain-General Crowd Counting in Unseen Scenarios Dec 5, 2022 Crowd Counting Disentanglement
Code Code Available 5 ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Nov 29, 2018 Domain Generalization Image Classification
Code Code Available 5 Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization Sep 29, 2024 Domain Generalization Image to sketch recognition
Code Code Available 5 APT-36K: A Large-scale Benchmark for Animal Pose Estimation and Tracking Jun 12, 2022 Animal Pose Estimation Domain Generalization
Code Code Available 5 Domain Generalization for Person Re-identification: A Survey Towards Domain-Agnostic Person Matching Jun 14, 2025 Domain Generalization Person Re-Identification
Code Code Available 5 Cross Contrasting Feature Perturbation for Domain Generalization Jul 24, 2023 Domain Generalization
Code Code Available 5 DomainLab: A modular Python package for domain generalization in deep learning Mar 21, 2024 Benchmarking Domain Generalization
Code Code Available 5 Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning Nov 21, 2021 Contrastive Learning Diversity
Code Code Available 5 Cross-Domain Ensemble Distillation for Domain Generalization Nov 25, 2022 Domain Generalization image-classification
Code Code Available 5 Cross-Domain Feature Augmentation for Domain Generalization May 14, 2024 Data Augmentation Diversity
Code Code Available 5 Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Apr 29, 2021 Classification Cross-Domain Few-Shot
Code Code Available 5 Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Jan 23, 2020 Classification Cross-Domain Few-Shot
Code Code Available 5 Attention Diversification for Domain Generalization Oct 9, 2022 Domain Generalization
Code Code Available 5 Cross-domain Generalization for AMR Parsing Oct 22, 2022 Abstract Meaning Representation AMR Parsing
Code Code Available 5 Improving the Generalizability of Depression Detection by Leveraging Clinical Questionnaires Apr 21, 2022 Depression Detection Domain Generalization
Code Code Available 5 A2XP: Towards Private Domain Generalization Nov 17, 2023 Domain Generalization Privacy Preserving
Code Code Available 5 Domain Generalization for Vision-based Driving Trajectory Generation Sep 22, 2021 Autonomous Vehicles Decoder
Code Code Available 5 Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play Oct 21, 2022 Domain Generalization SQL-to-Text
Code Code Available 5 From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Oct 31, 2023 Decoder Denoising
Code Code Available 5 AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dec 5, 2019 Domain Generalization image-classification
Code Code Available 5 Domain Generalization Strategy to Train Classifiers Robust to Spatial-Temporal Shift Dec 6, 2022 Deep Learning Domain Generalization
Code Code Available 5 A Broad Study of Pre-training for Domain Generalization and Adaptation Mar 22, 2022 Domain Adaptation Domain Generalization
Code Code Available 5 Domain Generalization via Entropy Regularization Dec 1, 2020 Domain Generalization
Code Code Available 5 A Universal Representation Transformer Layer for Few-Shot Image Classification Jun 21, 2020 Classification Domain Generalization
Code Code Available 5 Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization Jul 2, 2023 Autonomous Driving Data Augmentation
Code Code Available 5 Generalizable Sleep Staging via Multi-Level Domain Alignment Dec 13, 2023 Domain Generalization Sleep Staging
Code Code Available 5 Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters Oct 17, 2023 Domain Generalization parameter-efficient fine-tuning
Code Code Available 5 CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features May 13, 2019 Domain Generalization Image Captioning
Code Code Available 5 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 5 AutoGPart: Intermediate Supervision Search for Generalizable 3D Part Segmentation Mar 13, 2022 3D Part Segmentation Domain Generalization
Code Code Available 5 Domain Generalization via Gradient Surgery Aug 3, 2021 Domain Generalization image-classification
Code Code Available 5 Domain Generalization via Rationale Invariance Aug 22, 2023 Decision Making Domain Generalization
Code Code Available 5 DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks Feb 28, 2023 Domain Generalization
Code Code Available 5 Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation May 26, 2023 Domain Generalization In-Context Learning
Code Code Available 5 Deep Stable Learning for Out-Of-Distribution Generalization Apr 16, 2021 Domain Generalization Out-of-Distribution Generalization
Code Code Available 5 