Domain Generalization

Towards Unsupervised Domain Generalization CVPR 2022 Training Object Detectors From Scratch: An Empirical Study in the Era of Vision Transformer CVPR 2022 TransRAC: Encoding Multi-Scale Temporal Correlation With Transformers for Repetitive Action Counting CVPR 2022 UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup NeurIPS 2022 Uncertainty Modeling for Out-of-Distribution Generalization ICLR 2022 Underspecification Presents Challenges for Credibility in Modern Machine Learning JMLR 2022 Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation NeurIPS 2022 Understanding Simultaneous Train and Test Robustness ALT 2022 Unifying Panoptic Segmentation for Autonomous Driving CVPR 2022 Unsupervised Domain Generalization by Learning a Bridge Across Domains CVPR 2022 Using Mixup as a Regularizer Can Surprisingly Improve Accuracy & Out-of-Distribution Robustness NeurIPS 2022 VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022 VLUE: A Multi-Task Multi-Dimension Benchmark for Evaluating Vision-Language Pre-training ICML 2022 Watermarking for Out-of-distribution Detection NeurIPS 2022 When Does Group Invariant Learning Survive Spurious Correlations? NeurIPS 2022 WildNet: Learning Domain Generalized Semantic Segmentation From the Wild CVPR 2022 Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time NeurIPS 2022 ZIN: When and How to Learn Invariance Without Environment Partition? NeurIPS 2022 ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization NeurIPS 2022 A Bit More Bayesian: Domain-Invariant Learning with Uncertainty ICML 2021 Accuracy on the Line: on the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization ICML 2021 A Closer Look at Fourier Spectrum Discrepancies for CNN-Generated Images Detection CVPR 2021 A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning NeurIPS 2021 Active Testing: Sample-Efficient Model Evaluation ICML 2021 Adaptive Methods for Real-World Domain Generalization CVPR 2021