Few-Shot Adversarial Domain Adaptation

5 November 2017

Saeid Motiian

Q. Jones

Seyed Mehdi Iranmanesh

Gianfranco Doretto

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Papers citing "Few-Shot Adversarial Domain Adaptation"

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Title
Attribute-Based Robotic Grasping with Data-Efficient Adaptation Yang Yang Houjian Yu Xibai Lou Yuanhao Liu Changhyun Choi 52 8 0 04 Jan 2025
Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning Ananth Balashankar Xiao Ma Aradhana Sinha Ahmad Beirami Yao Qin Jilin Chen Alex Beutel 24 2 0 25 Oct 2023
Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition Yige Xu Zhiwei Zeng Zhiqi Shen VLM 35 3 0 23 Oct 2023
Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object Detection M. L. Mekhalfi Davide Boscaini Fabio Poiesi 35 6 0 29 Aug 2023
Rectifying Group Irregularities in Explanations for Distribution Shift Adam Stein Yinjun Wu Eric Wong Mayur Naik 39 1 0 25 May 2023
Progressive Random Convolutions for Single Domain Generalization Seokeon Choi Debasmit Das Sungha Choi Seunghan Yang Hyunsin Park Sungrack Yun 25 37 0 02 Apr 2023
Few-Shot Domain Adaptation for Low Light RAW Image Enhancement K. Prabhakar Vishal Vinod N. Sahoo Venkatesh Babu Radhakrishnan 22 7 0 27 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 46 13 0 15 Mar 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation M. Keaton Ram J. Zaveri Gianfranco Doretto 19 14 0 28 Dec 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 38 6 0 27 Nov 2022
Using Language to Extend to Unseen Domains Lisa Dunlap Clara Mohri Devin Guillory Han Zhang Trevor Darrell Joseph E. Gonzalez Aditi Raghunanthan Anja Rohrbach VLM 27 35 0 18 Oct 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization Huali Xu Shuaifeng Zhi Li Liu 43 4 0 17 Aug 2022
Domain-invariant Prototypes for Semantic Segmentation Zhengeng Yang Hongshan Yu Wei Sun Li Cheng Ajmal Mian 55 2 0 12 Aug 2022
Guided Deep Metric Learning Jorge Gonzalez-Zapata Iván Reyes-Amezcua Daniel Flores-Araiza M. Mendez-Ruiz G. Ochoa-Ruiz Andres Mendez-Vazquez FedML 34 5 0 04 Jun 2022
Deep face recognition with clustering based domain adaptation Mei Wang Weihong Deng OOD 3DH CVBM 50 49 0 27 May 2022
Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection Chendong Zhao Jianzong Wang LeiLai Li Xiaoyang Qu Jing Xiao 62 10 0 24 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 56 345 0 13 May 2022
Scaling up sign spotting through sign language dictionaries Gül Varol Liliane Momeni Samuel Albanie Triantafyllos Afouras Andrew Zisserman 29 14 0 09 May 2022
Sardino: Ultra-Fast Dynamic Ensemble for Secure Visual Sensing at Mobile Edge Qun Song Zhenyu Yan W. Luo Rui Tan AAML 31 2 0 18 Apr 2022
Leveraging Disentangled Representations to Improve Vision-Based Keystroke Inference Attacks Under Low Data John Lim Jan-Michael Frahm Fabian Monrose AAML 75 0 0 05 Apr 2022
Unsupervised Domain Adaptation across FMCW Radar Configurations Using Margin Disparity Discrepancy Rodrigo Hernangómez Igor Bjelakovic Lorenzo Servadei S. Stańczak 38 0 0 09 Mar 2022
Positive-Unlabeled Domain Adaptation Jonas Sonntag Gunnar Behrens Lars Schmidt-Thieme 16 2 0 11 Feb 2022
Unsupervised Domain Adaptation for Constraining Star Formation Histories Sankalp Gilda Antoine de Mathelin Sabine Bellstedt Guillaume Richard 40 10 0 28 Dec 2021
Semi-supervised Domain Adaptive Structure Learning Can Qin Lichen Wang Qianqian Ma Yu Yin Huan Wang Y. Fu TTA 42 20 0 12 Dec 2021
MetaCloth: Learning Unseen Tasks of Dense Fashion Landmark Detection from a Few Samples Yuying Ge Ruimao Zhang Ping Luo 20 7 0 06 Dec 2021
Editing a classifier by rewriting its prediction rules Shibani Santurkar Dimitris Tsipras Mahalaxmi Elango David Bau Antonio Torralba A. Madry KELM 186 89 0 02 Dec 2021
Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Marcos F. Criado F. Casado R. Iglesias Carlos V. Regueiro S. Barro FedML 38 77 0 26 Nov 2021
Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation A. Tavera Fabio Cermelli Carlo Masone Barbara Caputo 29 19 0 22 Oct 2021
Dynamic Feature Alignment for Semi-supervised Domain Adaptation Yu Zhang G. Liang Nathan Jacobs 30 10 0 18 Oct 2021
Annotation Cost Reduction of Stream-based Active Learning by Automated Weak Labeling using a Robot Arm Kanata Suzuki Taro Sunagawa Tomotake Sasaki Takashi Katoh 18 3 0 03 Oct 2021
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data Hari Prasanna Das Ryan Tran Japjot Singh Xiangyu Yue G. Tison Alberto L. Sangiovanni-Vincentelli C. Spanos OOD MedIm 57 51 0 14 Sep 2021
Task Guided Compositional Representation Learning for ZDA Shuang Liu Mete Ozay OOD 25 0 0 13 Sep 2021
TACS: Taxonomy Adaptive Cross-Domain Semantic Segmentation R. Gong Martin Danelljan Dengxin Dai D. Paudel Ajad Chhatkuli Feng Yu Luc Van Gool 41 9 0 10 Sep 2021
MetaXT: Meta Cross-Task Transfer between Disparate Label Spaces Srinagesh Sharma Guoqing Zheng Ahmed Hassan Awadallah 27 1 0 09 Sep 2021
Learning to Diversify for Single Domain Generalization Zijian Wang Yadan Luo Ruihong Qiu Zi Huang Mahsa Baktash 44 249 0 26 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 33 0 0 20 Aug 2021
Few-shot Unsupervised Domain Adaptation with Image-to-class Sparse Similarity Encoding Sheng Huang Wanqi Yang Lei Wang Luping Zhou Ming Yang 30 8 0 06 Aug 2021
Few-Shot Domain Adaptation with Polymorphic Transformers Shaohua Li Xiuchao Sui Jie Fu Huazhu Fu Xiangde Luo Yangqin Feng Xinxing Xu Yong Liu Daniel Ting Rick Siow Mong Goh ViT MedIm 24 20 0 10 Jul 2021
Few-Shot Domain Expansion for Face Anti-Spoofing Bowen Yang Jing Zhang Zhen-fei Yin Jing Shao CVBM 27 12 0 27 Jun 2021
TOHAN: A One-step Approach towards Few-shot Hypothesis Adaptation Haoang Chi Feng Liu Wenjing Yang L. Lan Tongliang Liu Bo Han William Cheung James T. Kwok 35 27 0 11 Jun 2021
Unsupervised Domain Adaptation of Object Detectors: A Survey Poojan Oza Vishwanath A. Sindagi Vibashan Vs Vishal M. Patel OOD ObjD 41 170 0 27 May 2021
PhyAug: Physics-Directed Data Augmentation for Deep Sensing Model Transfer in Cyber-Physical Systems Wenjie Luo Zhenyu Yan Qun Song Rui Tan 29 13 0 31 Mar 2021
Progressive Domain Expansion Network for Single Domain Generalization Lei Li Ke Gao Juan Cao Ziyao Huang Yepeng Weng Xiaoyue Mi Zhengze Yu Xiaoya Li Boyang Xia OOD AI4CE 27 159 0 30 Mar 2021
Few-shot Learning for CT Scan based COVID-19 Diagnosis Yifan Jiang Han Chen D. Han Hanseok Ko OOD 34 16 0 01 Feb 2021
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data Nanqing Dong Michael C. Kampffmeyer Xiaodan Liang Min Xu Irina Voiculescu Eric Xing 17 18 0 28 Nov 2020
Auxiliary Task Reweighting for Minimum-data Learning Baifeng Shi Judy Hoffman Kate Saenko Trevor Darrell Huijuan Xu MoMe 27 32 0 16 Oct 2020
Watch, read and lookup: learning to spot signs from multiple supervisors Liliane Momeni Gül Varol Samuel Albanie Triantafyllos Afouras Andrew Zisserman 31 43 0 08 Oct 2020
Domain Adaptation of Learned Features for Visual Localization Sungyong Baik Hyo Jin Kim Tianwei Shen Eddy Ilg Kyoung Mu Lee Chris Sweeney OOD 30 6 0 21 Aug 2020
Dataset Bias in Few-shot Image Recognition Shuqiang Jiang Yaohui Zhu Chenlong Liu Xinhang Song Xiangyang Li Weiqing Min 29 22 0 18 Aug 2020
A Theory of Multiple-Source Adaptation with Limited Target Labeled Data Yishay Mansour M. Mohri Jae Hun Ro A. Suresh Ke Wu 54 28 0 19 Jul 2020