Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation May 25, 2023 Data Augmentation Diversity
Code Code Available 5 Domain-Adversarial Training of Neural Networks May 28, 2015 Domain Adaptation Domain Generalization
Code Code Available 5 Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Nov 24, 2021 Data Augmentation Domain Generalization
Code Code Available 5 Adaptive High-Frequency Transformer for Diverse Wildlife Re-Identification Oct 9, 2024 Domain Generalization
Code Code Available 5 Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Nov 20, 2019 Domain Generalization Natural Language Inference
Code Code Available 5 Distribution Shift Inversion for Out-of-Distribution Prediction Jun 14, 2023 Domain Generalization Prediction
Code Code Available 5 Which Invariance Should We Transfer? A Causal Minimax Learning Approach Jul 5, 2021 Domain Generalization
Code Code Available 5 CLIP the Gap: A Single Domain Generalization Approach for Object Detection Jan 13, 2023 Domain Generalization image-classification
Code Code Available 5 Aggregated Residual Transformations for Deep Neural Networks Nov 16, 2016 Domain Generalization General Classification
Code Code Available 5 Collaborating Foundation Models for Domain Generalized Semantic Segmentation Dec 15, 2023 Domain Generalization Segmentation
Code Code Available 5 Causal Balancing for Domain Generalization Jun 10, 2022 Domain Generalization
Code Code Available 5 ALOFT: A Lightweight MLP-like Architecture with Dynamic Low-frequency Transform for Domain Generalization Mar 21, 2023 Domain Generalization
Code Code Available 5 Adaptive Risk Minimization: Learning to Adapt to Domain Shift Jul 6, 2020 BIG-bench Machine Learning Domain Generalization
Code Code Available 5 Cross Contrasting Feature Perturbation for Domain Generalization Jul 24, 2023 Domain Generalization
Code Code Available 5 Causality Inspired Representation Learning for Domain Generalization Mar 27, 2022 Domain Generalization Representation Learning
Code Code Available 5 Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain Aug 19, 2021 Adversarial Attack Data Augmentation
Code Code Available 5 Consistency-guided Prompt Learning for Vision-Language Models Jun 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization Aug 20, 2023 Domain Generalization
Code Code Available 5 A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available 5 Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Jul 10, 2021 Anatomy Domain Adaptation
Code Code Available 5 An Empirical Framework for Domain Generalization in Clinical Settings Mar 20, 2021 Domain Generalization Time Series
Code Code Available 5 A Fourier-based Framework for Domain Generalization May 24, 2021 Data Augmentation Domain Generalization
Code Code Available 5 UniDA3D: Unified Domain Adaptive 3D Semantic Segmentation Pipeline Dec 20, 2022 3D Semantic Segmentation Domain Adaptation
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 MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-Labeling Mar 16, 2023 Domain Adaptation Domain Generalization
Code Code Available 5 An Information-theoretic Approach to Distribution Shifts Jun 7, 2021 Domain Generalization Model Selection
Code Code Available 5 AFN: Adaptive Fusion Normalization via an Encoder-Decoder Framework Aug 7, 2023 Decoder Domain Generalization
Code Code Available 5 CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation Nov 22, 2022 Disentanglement Domain Generalization
Code Code Available 5 Making Convolutional Networks Shift-Invariant Again Apr 25, 2019 Classification Consistency Conditional Image Generation
Code Code Available 5 AdvST: Revisiting Data Augmentations for Single Domain Generalization Dec 20, 2023 Data Augmentation Domain Generalization
Code Code Available 5 CaTGrasp: Learning Category-Level Task-Relevant Grasping in Clutter from Simulation Sep 19, 2021 Domain Adaptation Domain Generalization
Code Code Available 5 Cross-Domain Ensemble Distillation for Domain Generalization Nov 25, 2022 Domain Generalization image-classification
Code Code Available 5 Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models Nov 2, 2023 Data Augmentation Domain Generalization
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 Domain generalization of 3D semantic segmentation in autonomous driving Dec 7, 2022 3D Semantic Segmentation Autonomous Driving
Code Code Available 5 Adversarial Training for Free! Apr 29, 2019 Adversarial Attack Adversarial Defense
Code Code Available 5 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 5 Discovering environments with XRM Sep 28, 2023 Domain Generalization Out-of-Distribution Generalization
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 Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning Sep 2, 2024 Continual Learning Contrastive Learning
Code Code Available 5 Adapting to Distribution Shift by Visual Domain Prompt Generation May 5, 2024 Domain Generalization Meta-Learning
Code Code Available 5 DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation Dec 11, 2023 Domain Adaptation Domain Generalization
Code Code Available 5 Calibrated Feature Decomposition for Generalizable Person Re-Identification Nov 27, 2021 Domain Generalization Generalizable Person Re-identification
Code Code Available 5 Diffusion Features to Bridge Domain Gap for Semantic Segmentation Jun 2, 2024 Domain Generalization Image Generation
Code Code Available 5 Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available 5 Boosting Domain Generalized and Adaptive Detection with Diffusion Models: Fitness, Generalization, and Transferability Jun 26, 2025 Domain Generalization Robust Object Detection
Code Code Available 5 Selecting Data Augmentation for Simulating Interventions May 4, 2020 Data Augmentation Domain Generalization
Code Code Available 5 BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs Oct 5, 2023 Cross-Modal Retrieval 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 Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm Jan 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 