A curated list of domain adaptation papers, tutorials, datasets and other resources.
A good website to see the latest arXiv preprints by search: Domain adaptation
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Weekly latest papers
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2020/07/11 CVPR-20 Workshop Batch-level Experience Replay with Review for Continual Learning
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2020/07/14 arxiv Multitask Learning Strengthens Adversarial Robustness
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2020/07/14 MICCAI-20 Cross-Domain Medical Image Translation by Shared Latent Gaussian Mixture Model
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2020/07/05 TIP Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis
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2020/07/14 WACV-20 Unsupervised Multi-Target Domain Adaptation Through Knowledge Distillation
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2020/07/14 ICML-20 Automated Synthetic-to-Real Generalization
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2020/07/14 ECCV-20 Oral TCGM: An Information-Theoretic Framework for Semi-Supervised Multi-Modality Learning
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2020/07/14 ECCV-20 [Semi-supervised Learning with a Teacher-student Network for Generalized Attribute Prediction]
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2020/06/14 arxiv Multi-Miner: Object-Adaptive Region Mining for Weakly-Supervised Semantic Segmentation
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2020/06/14 arxiv Domain Adaptation and Image Classification via Deep Conditional Adaptation Network
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2020/06/13 arxiv Rethinking the Value of Labels for Improving Class-Imbalanced Learning
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2020/06/16 arxiv Domain Adaptation with Morphologic Segmentation
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2020/06/16 arxiv DSDANet: Deep Siamese Domain Adaptation Convolutional Neural Network for Cross-domain Change Detection
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2020/06/16 CVPR-20 RL-CycleGAN: Reinforcement Learning Aware Simulation-To-Real
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2020/06/15 CVPR-20 Workshop ESL: Entropy-guided Self-supervised Learning for Domain Adaptation in Semantic Segmentation
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⭐ ⭐ 2020/06/16 arxiv Mining Label Distribution Drift in Unsupervised Domain Adaptation
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2020/06/27 PR Simple and effective localized attribute representations for zero-shot learning
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2002/06/18 arxiv Fully Test-time Adaptation by Entropy Minimization
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2020/06/18 CVPR-20 Online Deep Clustering for Unsupervised Representation Learning
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2020/06/16 arxiv Gradient Amplification: An efficient way to train deep neural networks
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2020/06/18 arxiv Contrastive learning of global and local features for medical image segmentation with limited annotations
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2020/06/18 arxiv Learning High-Resolution Domain-Specific Representations with a GAN Generator
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⭐ 2020/06/18 arxiv SceneAdapt: Scene-based domain adaptation for semantic segmentation using adversarial learning
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2020/06/18 arxiv Joint Contrastive Learning for Unsupervised Domain Adaptation
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2020/05/23 arxiv Interpreting the Latent Space of GANs via Correlation Analysis for Controllable Concept Manipulation
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⭐ ⭐ 2020/06/22 arxiv Feature Alignment and Restoration for Domain Generalization and Adaptation
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2020/06/20 IJCAI-20 Unsupervised Vehicle Re-identification with Progressive Adaptation
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2020/06/11 arxiv Auto-Encoding for Shared Cross Domain Feature Representation and Image-to-Image Translation
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⭐ arxiv Calibrated Adversarial Refinement for Multimodal Semantic Segmentation
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⭐ arxiv Bridging the Theoretical Bound and Deep Algorithms for Open Set Domain Adaptation
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2020/06/21 arxiv FNA++: Fast Network Adaptation via Parameter Remapping and Architecture Search
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⭐ 2020/07/24 arxiv Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment
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2020/06/23 arxiv Contrastive Generative Adversarial Networks
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⭐ 2020/07/02 arxiv Learn Faster and Forget Slower via Fast and Stable Task Adaptation
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2020/07/07 MICCAI-20 Self domain adapted network
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2020/04/22 Moment-Based Domain Adaptation: Learning Bounds and Algorithms
- Doctoral Thesis developed at the Department of Knowledge-Based Mathematical Systems at the Johannes Kepler University Linz under the supervision of Susanne Saminger-Platz and Bernhard Moser.
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2019/07/22 ICML-19 Bridging Theory and Algorithm for Domain Adaptation
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2019/03/12 arxiv Transfer Adaptation Learning: A Decade Survey
Related articles by research areas:
Please see HERE for the popular domain adaptationdatasets and certain benchmark results.
Related articles by research areas: