Domain adaptation in small-scale and heterogeneous biological datasets

29 May 2024

Papers citing "Domain adaptation in small-scale and heterogeneous biological datasets"

46 / 46 papers shown

Title
UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration Chung-ju Huang Yuanpeng He Xiao Han Wenpin Jiao Zhi Jin Leye Wang FedML 105 3 0 20 Jan 2025
DALSA: Domain Adaptation for Supervised Learning From Sparsely Annotated MR Images Michael Götz C. Weber F. Binczyk Joanna Polańska R. Tarnawski B. Bobek-Billewicz Ullrich Kothe Jens Kleesiek B. Stieltjes Klaus H. Maier-Hein 195 82 0 12 Mar 2024
When Do Neural Nets Outperform Boosted Trees on Tabular Data? Duncan C. McElfresh Sujay Khandagale Jonathan Valverde C. VishakPrasad Ben Feuer Chinmay Hegde Ganesh Ramakrishnan Micah Goldblum Colin White LMTD 64 154 0 04 May 2023
Aligning Domain-specific Distribution and Classifier for Cross-domain Classification from Multiple Sources Yongchun Zhu Fuzhen Zhuang Deqing Wang OOD 80 302 0 04 Jan 2022
Interpretable deep-learning models to help achieve the Sustainable Development Goals Ricardo Vinuesa B. Sirmaçek 32 89 0 24 Aug 2021
Understanding the Limits of Unsupervised Domain Adaptation via Data Poisoning Akshay Mehra B. Kailkhura Pin-Yu Chen Jihun Hamm AAML 44 22 0 08 Jul 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 106 546 0 18 Feb 2021
Boosting Deep Transfer Learning for COVID-19 Classification F. Altaf Syed Mohammed Shamsul Islam N. Janjua Naveed Akhtar OOD 28 8 0 16 Feb 2021
Fader Networks for domain adaptation on fMRI: ABIDE-II study Marina Pominova E. Kondrateva M. Sharaev A. Bernstein Evgeny Burnaev 28 10 0 14 Oct 2020
Few shot domain adaptation for in situ macromolecule structural classification in cryo-electron tomograms Liangyong Yu Ran Li Xiangrui Zeng Hongyi Wang Jie Jin Ge Yang Rui Jiang Min Xu 22 10 0 30 Jul 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 81 895 0 11 Apr 2020
Multi-source Domain Adaptation in the Deep Learning Era: A Systematic Survey Sicheng Zhao Yue Liu Colorado Reed Pengfei Xu Kurt Keutzer 52 105 0 26 Feb 2020
Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results Xiaoxiao Li Yufeng Gu Nicha Dvornek Lawrence H. Staib P. Ventola James S. Duncan FedML OOD 67 352 0 16 Jan 2020
Multi-source Distilling Domain Adaptation Sicheng Zhao Guangzhi Wang Shanghang Zhang Yang Gu Yaxian Li Zhichao Song Pengfei Xu Runbo Hu Hua Chai Kurt Keutzer TTA 63 214 0 22 Nov 2019
Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis Yifan Zhang Ying Wei P. Zhao Shuaicheng Niu Qingyao Wu Mingkui Tan Junzhou Huang OOD 67 146 0 17 Nov 2019
TabNet: Attentive Interpretable Tabular Learning Sercan O. Arik Tomas Pfister LMTD 147 1,343 0 20 Aug 2019
Detecting Overfitting of Deep Generative Networks via Latent Recovery Ryan Webster Julien Rabin Loïc Simon F. Jurie GAN 38 99 0 09 Jan 2019
Characterizing and Avoiding Negative Transfer Zirui Wang Zihang Dai Barnabás Póczós J. Carbonell 85 415 0 24 Nov 2018
Adversarial Domain Adaptation for Stable Brain-Machine Interfaces A. Farshchian J. A. Gallego Joseph Paul Cohen Yoshua Bengio L. Miller S. Solla OOD 54 75 0 28 Sep 2018
Machine Learning for Integrating Data in Biology and Medicine: Principles, Practice, and Opportunities Marinka Zitnik Francis Nguyen Bo Wang J. Leskovec Anna Goldenberg Michael M. Hoffman LM&MA AI4CE 46 461 0 30 Jun 2018
Algorithms and Theory for Multiple-Source Adaptation Judy Hoffman M. Mohri Ningshan Zhang OOD 57 172 0 20 May 2018
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation B. Damodaran B. Kellenberger Rémi Flamary D. Tuia Nicolas Courty OT OOD 73 465 0 27 Mar 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 135 1,543 0 28 Feb 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 66 2,008 0 10 Feb 2018
Deep Hashing Network for Unsupervised Domain Adaptation Hemanth Venkateswara José Eusébio Shayok Chakraborty S. Panchanathan OOD 129 2,039 0 22 Jun 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 236 4,249 0 22 Jun 2017
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 118 1,814 0 16 Jun 2017
Adversarial Multi-task Learning for Text Classification Pengfei Liu Xipeng Qiu Xuanjing Huang 113 612 0 19 Apr 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 169 2,878 0 14 Mar 2017
Asymmetric Tri-training for Unsupervised Domain Adaptation Kuniaki Saito Yoshitaka Ushiku Tatsuya Harada 113 587 0 27 Feb 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 602 10,759 0 19 Feb 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 257 4,653 0 17 Feb 2017
Domain Adaptation for Visual Applications: A Comprehensive Survey G. Csurka OOD 61 507 0 17 Feb 2017
Heterogeneous domain adaptation: An unsupervised approach Feng Liu Guangquan Zhang Jie Lu 65 127 0 10 Jan 2017
Learning from Simulated and Unsupervised Images through Adversarial Training A. Shrivastava Tomas Pfister Oncel Tuzel J. Susskind Wenda Wang Russ Webb GAN 91 1,800 0 22 Dec 2016
Deep CORAL: Correlation Alignment for Deep Domain Adaptation Baochen Sun Kate Saenko OOD 91 3,144 0 06 Jul 2016
Simultaneous Deep Transfer Across Domains and Tasks Eric Tzeng Judy Hoffman Trevor Darrell Kate Saenko OOD 77 1,367 0 08 Oct 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 366 9,467 0 28 May 2015
Learning Transferable Features with Deep Adaptation Networks Mingsheng Long Yue Cao Jianmin Wang Michael I. Jordan OOD 215 5,189 0 10 Feb 2015
Deep Domain Confusion: Maximizing for Domain Invariance Eric Tzeng Judy Hoffman Ning Zhang Kate Saenko Trevor Darrell OOD 165 2,598 0 10 Dec 2014
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 231 6,019 0 26 Sep 2014
Hierarchical Adaptive Structural SVM for Domain Adaptation Jiaolong Xu Sebastian Ramos David Vazquez Antonio M. López 52 40 0 22 Aug 2014
Domain Generalization via Invariant Feature Representation Krikamol Muandet David Balduzzi Bernhard Schölkopf OOD 112 1,173 0 10 Jan 2013
Learning with Augmented Features for Heterogeneous Domain Adaptation Lixin Duan Dong Xu Ivor Tsang 90 345 0 18 Jun 2012
Frustratingly Easy Domain Adaptation Hal Daumé 114 1,799 0 10 Jul 2009
A Kernel Method for the Two-Sample Problem Arthur Gretton Karsten Borgwardt Malte J. Rasch Bernhard Schölkopf Alex Smola 211 2,353 0 15 May 2008