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domain generalization

1517 papers

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Also known as

DGSS DG SDG

Co-occurring keywords

domain adaptation (4578) transfer learning (5442) distribution shift (711) representation learning (6174) out-of-distribution generalization (403) data augmentation (3037) semantic segmentation (3179) zero-shot learning (3637) vision-language model (2235) few-shot learning (3390)

Papers

On the Effects of Transformer Size on In- and Out-of-Domain Calibration EMNLP 2021
MetaCorrection: Domain-Aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation CVPR 2021
Unbiased Mean Teacher for Cross-Domain Object Detection CVPR 2021
FSDR: Frequency Space Domain Randomization for Domain Generalization CVPR 2021
What Can Style Transfer and Paintings Do for Model Robustness? CVPR 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space CVPR 2021
Adversarial Invariant Learning CVPR 2021
Camera Pose Matters: Improving Depth Prediction by Mitigating Pose Distribution Bias CVPR 2021
Learning Optical Flow From Still Images CVPR 2021
Embracing Uncertainty: Decoupling and De-Bias for Robust Temporal Grounding CVPR 2021
Unsupervised 3D Shape Completion Through GAN Inversion CVPR 2021
Counterfactual Zero-Shot and Open-Set Visual Recognition CVPR 2021
Unsupervised Multi-Source Domain Adaptation for Person Re-Identification CVPR 2021
Recovering Latent Causal Factor for Generalization to Distributional Shifts NIPS 2021
IRM—when it works and when it doesn't: A test case of natural language inference NIPS 2021
Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time NIPS 2021
Exploiting Domain-Specific Features to Enhance Domain Generalization NIPS 2021
Integrated Latent Heterogeneity and Invariance Learning in Kernel Space NIPS 2021
SWAD: Domain Generalization by Seeking Flat Minima NIPS 2021
Towards a Theoretical Framework of Out-of-Distribution Generalization NIPS 2021
Does enforcing fairness mitigate biases caused by subpopulation shift? NIPS 2021
Domain Invariant Representation Learning with Domain Density Transformations NIPS 2021
LEADS: Learning Dynamical Systems that Generalize Across Environments NIPS 2021
An Information-theoretic Approach to Distribution Shifts NIPS 2021
Encoding Robustness to Image Style via Adversarial Feature Perturbations NIPS 2021