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domain generalization

1522 papers

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DG

Co-occurring keywords

domain adaptation (4595) transfer learning (5449) distribution shift (722) representation learning (6206) out-of-distribution generalization (408) data augmentation (3052) semantic segmentation (3186) zero-shot learning (3650) vision-language model (2348) few-shot learning (3398)

Papers

Self-Supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection CVPR 2022
Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing CVPR 2022
Revisiting Domain Generalized Stereo Matching Networks From a Feature Consistency Perspective CVPR 2022
AutoGPart: Intermediate Supervision Search for Generalizable 3D Part Segmentation CVPR 2022
Failure Modes of Domain Generalization Algorithms CVPR 2022
Robust Cross-Modal Representation Learning With Progressive Self-Distillation CVPR 2022
Detecting Deepfakes With Self-Blended Images CVPR 2022
Pyramid Adversarial Training Improves ViT Performance CVPR 2022
GraftNet: Towards Domain Generalized Stereo Matching With a Broad-Spectrum and Task-Oriented Feature CVPR 2022
Self-Augmented Unpaired Image Dehazing via Density and Depth Decomposition CVPR 2022
FOCUS: Familiar Objects in Common and Uncommon Settings ICML 2022
Learning Stable Classifiers by Transferring Unstable Features ICML 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming ICML 2022
Correct-N-Contrast: a Contrastive Approach for Improving Robustness to Spurious Correlations ICML 2022
Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning ICML 2022
Counterfactual Transportability: A Formal Approach ICML 2022
Chasing the Tail with Domain Generalization: A Case Study on Frequency-Enriched Datasets AACL 2022
Fundamental Limits and Tradeoffs in Invariant Representation Learning JMLR 2022
Transfer Learning for Pose Estimation of Illustrated Characters WACV 2022
COCOA: Context-Conditional Adaptation for Recognizing Unseen Classes in Unseen Domains WACV 2022
Domain Generalization Through Audio-Visual Relative Norm Alignment in First Person Action Recognition WACV 2022
Dynamic CNNs Using Uncertainty To Overcome Domain Generalization for Surgical Instrument Localization WACV 2022
Self-Supervised Domain Adaptation for Visual Navigation With Global Map Consistency WACV 2022
SC-UDA: Style and Content Gaps Aware Unsupervised Domain Adaptation for Object Detection WACV 2022
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective COLING 2022