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Domain-Adversarial Training of Neural Networks

28 May 2015

Papers citing "Domain-Adversarial Training of Neural Networks"

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Title
SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining Benjamin Billot Douglas N. Greve Oula Puonti A. Thielscher Koen van Leemput Bruce Fischl Adrian Dalca Juan Eugenio Iglesias OOD MedIm 119 294 0 20 Jul 2021
Automated Segmentation and Volume Measurement of Intracranial Carotid Artery Calcification on Non-Contrast CT Gerda Bortsova D. Bos Florian Dubost Meike W. Vernooij M. Ikram Gijs van Tulder Marleen de Bruijne 24 8 0 20 Jul 2021
Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures H. Roth Dong Yang Wenqi Li Andriy Myronenko Wentao Zhu Ziyue Xu Xiaosong Wang Daguang Xu FedML 90 24 0 16 Jul 2021
Context-Conditional Adaptation for Recognizing Unseen Classes in Unseen Domains Puneet Mangla Shivam Chandhok V. Balasubramanian Fahad Shahbaz Khan VLM OOD 69 4 0 15 Jul 2021
Zero-Round Active Learning Si-An Chen Tianhao Wang R. Jia 88 4 0 14 Jul 2021
Fast Batch Nuclear-norm Maximization and Minimization for Robust Domain Adaptation Shuhao Cui Shuhui Wang Junbao Zhuo Liang Li Qingming Huang Qi Tian 124 24 0 13 Jul 2021
Structured Latent Embeddings for Recognizing Unseen Classes in Unseen Domains Shivam Chandhok Sanath Narayan Hisham Cholakkal Rao Muhammad Anwer V. Balasubramanian Fahad Shahbaz Khan Ling Shao 51 6 0 12 Jul 2021
Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration Cian Eastwood I. Mason Christopher K. I. Williams Bernhard Schölkopf TTA 70 53 0 12 Jul 2021
Partial Video Domain Adaptation with Partial Adversarial Temporal Attentive Network Yuecong Xu Jianfei Yang Haozhi Cao Qi Li K. Mao Zhenghua Chen AI4TS 91 32 0 11 Jul 2021
ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan OOD 121 43 0 09 Jul 2021
Understanding the Limits of Unsupervised Domain Adaptation via Data Poisoning Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm AAML 98 22 0 08 Jul 2021
Improving Model Robustness with Latent Distribution Locally and Globally Zhuang Qian Shufei Zhang Kaizhu Huang Qiufeng Wang Rui Zhang Xinping Yi AAML 73 14 0 08 Jul 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 122 44 0 07 Jul 2021
Predicting with Confidence on Unseen Distributions Devin Guillory Vaishaal Shankar Sayna Ebrahimi Trevor Darrell Ludwig Schmidt UQCV OOD 122 123 0 07 Jul 2021
ADAPT : Awesome Domain Adaptation Python Toolbox Antoine de Mathelin Mounir Atiq Guillaume Richard Alejandro de la Concha Mouad Yachouti Franccois Deheeger Mathilde Mougeot Nicolas Vayatis TTA 61 48 0 07 Jul 2021
Embracing the Dark Knowledge: Domain Generalization Using Regularized Knowledge Distillation Yufei Wang Haoliang Li Lap-pui Chau Alex C. Kot FedML 56 43 0 06 Jul 2021
Memory-aware curriculum federated learning for breast cancer classification Amelia Jiménez-Sánchez Mickael Tardy M. A. G. Ballester Diana Mateus Gemma Piella OOD 81 94 0 06 Jul 2021
Generalizing Nucleus Recognition Model in Multi-source Images via Pruning Jiatong Cai Chenglu Zhu C. Cui Honglin Li Tong Wu Shichuan Zhang Lin Yang 60 8 0 06 Jul 2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation S. Bucci Francesco Cappio Borlino Barbara Caputo Tatiana Tommasi VLM 86 15 0 05 Jul 2021
A Systems Theory of Transfer Learning Tyler Cody Peter A. Beling 50 40 0 02 Jul 2021
Empirically Measuring Transfer Distance for System Design and Operation Tyler Cody Stephen C. Adams Peter A. Beling 39 12 0 02 Jul 2021
On Bridging Generic and Personalized Federated Learning for Image Classification Hong-You Chen Wei-Lun Chao FedML 101 21 0 02 Jul 2021
Mitigating Uncertainty of Classifier for Unsupervised Domain Adaptation Shanu Kumar V. Kurmi Praphul Singh Vinay P. Namboodiri 30 4 0 01 Jul 2021
Neural Task Success Classifiers for Robotic Manipulation from Few Real Demonstrations A. Mohtasib Amir Ghalamzan Nicola Bellotto Heriberto Cuay´ahuitl 51 1 0 01 Jul 2021
Policy Transfer across Visual and Dynamics Domain Gaps via Iterative Grounding Grace Zhang Li Zhong Youngwoon Lee Joseph J. Lim 57 15 0 01 Jul 2021
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation Ankit Singh 126 109 0 30 Jun 2021
Multi-Source domain adaptation via supervised contrastive learning and confident consistency regularization Marin Scalbert Maria Vakalopoulou Florent Couzinié-Devy 81 19 0 30 Jun 2021
O2D2: Out-Of-Distribution Detector to Capture Undecidable Trials in Authorship Verification Benedikt T. Boenninghoff R. M. Nickel D. Kolossa OODD 91 12 0 30 Jun 2021
Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles Jiefeng Chen Frederick Liu Besim Avci Xi Wu Yingyu Liang S. Jha 116 64 0 29 Jun 2021
Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations A. Puli Lily H. Zhang Eric K. Oermann Rajesh Ranganath OOD OODD 85 49 0 29 Jun 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models Varsha Suresh G. Yeo Desmond C. Ong 68 6 0 29 Jun 2021
Domain-Class Correlation Decomposition for Generalizable Person Re-Identification Kaiwen Yang Xinmei Tian OOD 112 13 0 29 Jun 2021
Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation Chaithanya Kumar Mummadi Robin Hutmacher K. Rambach Evgeny Levinkov Thomas Brox J. H. Metzen TTA OOD 163 70 0 28 Jun 2021
High-dimensional separability for one- and few-shot learning Alexander N. Gorban Bogdan Grechuk Evgeny M. Mirkes Sergey V. Stasenko I. Tyukin DRL 87 23 0 28 Jun 2021
Domain Adaptive YOLO for One-Stage Cross-Domain Detection Shizhao Zhang H. Tuo Jian Hu Z. Jing ObjD 76 60 0 26 Jun 2021
Domain Conditional Predictors for Domain Adaptation João Monteiro Xavier Gibert Jianqiao Feng Vincent Dumoulin Dar-Shyang Lee OOD TTA AI4CE 48 5 0 25 Jun 2021
Multi-Domain Active Learning: Literature Review and Comparative Study Ruidan He Shengcai Liu Shan He Ke Tang OOD 87 14 0 25 Jun 2021
A hybrid model-based and learning-based approach for classification using limited number of training samples Alireza Nooraiepour W. Bajwa N. Mandayam 48 4 0 25 Jun 2021
Classifying Textual Data with Pre-trained Vision Models through Transfer Learning and Data Transformations Charaf Eddine Benarab CLIP VLM 46 2 0 23 Jun 2021
Image-to-Image Translation of Synthetic Samples for Rare Classes Edoardo Lanzini Sara Beery 34 3 0 23 Jun 2021
Near-Optimal Linear Regression under Distribution Shift Qi Lei Wei Hu Jason D. Lee OOD 75 42 0 23 Jun 2021
Team PyKale (xy9) Submission to the EPIC-Kitchens 2021 Unsupervised Domain Adaptation Challenge for Action Recognition Xianyuan Liu Raivo Koot Shuo Zhou Tao Lei Haiping Lu ViT 26 0 0 22 Jun 2021
DetectX -- Adversarial Input Detection using Current Signatures in Memristive XBar Arrays Abhishek Moitra Priyadarshini Panda AAML 37 6 0 22 Jun 2021
PALMAR: Towards Adaptive Multi-inhabitant Activity Recognition in Point-Cloud Technology Mohammad Arif Ul Alam M. Rahman Jared Q. Widberg 120 23 0 22 Jun 2021
Universal Domain Adaptation in Ordinal Regression Boris Chidlovskii Assem Sadek Christian Wolf 78 5 0 22 Jun 2021
f-Domain-Adversarial Learning: Theory and Algorithms David Acuna Guojun Zhang M. Law Sanja Fidler FedML AI4CE 74 62 0 21 Jun 2021
UniTTS: Residual Learning of Unified Embedding Space for Speech Style Control M. Kang Sungjae Kim Injung Kim 77 3 0 21 Jun 2021
Active Learning for Deep Neural Networks on Edge Devices Yuya Senzaki Christian Hamelain 70 7 0 21 Jun 2021
ToAlign: Task-oriented Alignment for Unsupervised Domain Adaptation Guoqiang Wei Cuiling Lan Wenjun Zeng Zhizheng Zhang Zhibo Chen 91 60 0 21 Jun 2021
Unsupervised Domain Adaptation for Dysarthric Speech Detection via Domain Adversarial Training and Mutual Information Minimization Disong Wang Liqun Deng Y. Yeung Xiao Chen Xunying Liu Helen Meng 24 4 0 18 Jun 2021