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A Comprehensive Survey on Transfer Learning

7 November 2019

Hengshu Zhu

Papers citing "A Comprehensive Survey on Transfer Learning"

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Title
Utilizing Active Machine Learning for Quality Assurance: A Case Study of Virtual Car Renderings in the Automotive Industry Patrick Hemmer Niklas Kühl Jakob Schöffer 60 4 0 18 Oct 2021
A Field Guide to Scientific XAI: Transparent and Interpretable Deep Learning for Bioinformatics Research Thomas P. Quinn Sunil R. Gupta Svetha Venkatesh Vuong Le OOD 93 2 0 13 Oct 2021
Performance Evaluation of Deep Transfer Learning on Multiclass Identification of Common Weed Species in Cotton Production Systems Dong Chen Yuzhen Lu Zhao Li Sierra N. Young 103 105 0 11 Oct 2021
An In-depth Summary of Recent Artificial Intelligence Applications in Drug Design Yi Zhang AI4CE 82 6 0 10 Oct 2021
Embed Everything: A Method for Efficiently Co-Embedding Multi-Modal Spaces Sarah Di Robin Yu Amol Kapoor 33 0 0 09 Oct 2021
Visualizing the embedding space to explain the effect of knowledge distillation Hyun Seung Lee C. Wallraven 79 1 0 09 Oct 2021
SWAT Watershed Model Calibration using Deep Learning M. Mudunuru K. Son Pin Jiang X. Chen 52 2 0 06 Oct 2021
Knothe-Rosenblatt transport for Unsupervised Domain Adaptation Aladin Virmaux Illyyne Saffar Jianfeng Zhang Balázs Kégl OOD 51 0 0 06 Oct 2021
On The Transferability of Deep-Q Networks M. Sabatelli Pierre Geurts 87 2 0 06 Oct 2021
Perturbated Gradients Updating within Unit Space for Deep Learning Ching-Hsun Tseng Liu Cheng Shin-Jye Lee Xiaojun Zeng 123 5 0 01 Oct 2021
The More, the Better? A Study on Collaborative Machine Learning for DGA Detection Arthur Drichel Benedikt Holmes Justus von Brandt Ulrike Meyer 152 7 0 24 Sep 2021
A Few-Shot Learning Approach for Sound Source Distance Estimation Using Relation Networks Amirreza Sobhdel R. Razavi-Far 87 4 0 22 Sep 2021
Recommender systems based on graph embedding techniques: A comprehensive review Yue Deng 121 25 0 20 Sep 2021
Scalable Multi-Task Gaussian Processes with Neural Embedding of Coregionalization Haitao Liu Jiaqi Ding Xinyu Xie Xiaomo Jiang Yusong Zhao Xiaofang Wang BDL 72 17 0 20 Sep 2021
Optimal Ensemble Construction for Multi-Study Prediction with Applications to COVID-19 Excess Mortality Estimation Gabriel Loewinger Rolando Acosta Nunez Rahul Mazumder Giovanni Parmigiani 59 0 0 19 Sep 2021
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 304 258 1 10 Sep 2021
A Survey of Sound Source Localization with Deep Learning Methods Pierre-Amaury Grumiaux Srdjan Kitić Laurent Girin Alexandre Guérin 82 257 0 08 Sep 2021
Dual Transfer Learning for Event-based End-task Prediction via Pluggable Event to Image Translation Lin Wang Yujeong Chae Kuk-Jin Yoon 90 33 0 04 Sep 2021
A Comprehensive Approach for UAV Small Object Detection with Simulation-based Transfer Learning and Adaptive Fusion Rui Chen Youwei Guo Huafei Zheng Hongyu Jiang 82 15 0 04 Sep 2021
A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms Xuetong Wu J. Manton U. Aickelin Jingge Zhu 74 17 0 03 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 188 536 0 31 Aug 2021
LIGAR: Lightweight General-purpose Action Recognition Evgeny Izutov 51 3 0 30 Aug 2021
SHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shifts Masanari Kimura Takuma Nakamura Yuki Saito OOD 98 3 0 30 Aug 2021
A Web Scale Entity Extraction System Xuanting Cai Quanbin Ma Pan Li Jianyu Liu Qi Zeng Zhengkan Yang Pushkar Tripathi 42 0 0 27 Aug 2021
Music Composition with Deep Learning: A Review Carlos Hernandez-Olivan J. R. Beltrán CoGe VLM 101 72 0 27 Aug 2021
Unsupervised domain adaptation for clinician pose estimation and instance segmentation in the operating room V. Srivastav A. Gangi N. Padoy OOD 96 11 0 26 Aug 2021
A new semi-supervised inductive transfer learning framework: Co-Transfer Ze Yuan Yimin Wen 112 1 0 18 Aug 2021
SURFNet: Super-resolution of Turbulent Flows with Transfer Learning using Small Datasets Octavi Obiols-Sales Abhinav Vishnu Nicholas Malaya Aparna Chandramowlishwaran AI4CE 76 25 0 17 Aug 2021
Fractional Transfer Learning for Deep Model-Based Reinforcement Learning Remo Sasso M. Sabatelli M. Wiering CLL OffRL 74 7 0 14 Aug 2021
NI-UDA: Graph Adversarial Domain Adaptation from Non-shared-and-Imbalanced Big Data to Small Imbalanced Applications Guangyi Xiao Weiwei Xiang Huan Liu Hao Chen Shun Peng Jingzhi Guo Zhiguo Gong 86 0 0 11 Aug 2021
Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder Hanwen Liang Qiong Zhang Peng Dai Juwei Lu 90 63 0 11 Aug 2021
Regularizing Nighttime Weirdness: Efficient Self-supervised Monocular Depth Estimation in the Dark Kun Wang Zhenyu Zhang Zhiqiang Yan Xiang Li Baobei Xu Jun Li Jian Yang MDE 116 82 0 09 Aug 2021
Deep Transfer Learning for Identifications of Slope Surface Cracks Yuting Yang Gang Mei 64 9 0 08 Aug 2021
Learning Compatible Embeddings Qiang Meng Chixiang Zhang Xiaoqiang Xu F. Zhou VLM 68 38 0 04 Aug 2021
Domain Adaptor Networks for Hyperspectral Image Recognition Gustavo Pérez Subhransu Maji 31 0 0 03 Aug 2021
Transformer-based Map Matching Model with Limited Ground-Truth Data using Transfer-Learning Approach Zhixiong Jin Jiwon Kim H. Yeo Seongjin Choi 63 30 0 01 Aug 2021
Incorporation of Deep Neural Network & Reinforcement Learning with Domain Knowledge Aryan Karn Ashutosh Acharya 44 0 0 29 Jul 2021
Toward Co-creative Dungeon Generation via Transfer Learning Zisen Zhou Matthew J. Guzdial GAN 70 4 0 27 Jul 2021
Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text Classification Chengcheng Han Zeqiu Fan Dongxiang Zhang Minghui Qiu Ming Gao Aoying Zhou VLM 59 64 0 26 Jul 2021
Workpiece Image-based Tool Wear Classification in Blanking Processes Using Deep Convolutional Neural Networks D. Molitor C. Kubik R. Hetfleisch Peter Groche 29 19 0 26 Jul 2021
A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image Yu-Fang Wang Yiqing Shen Meng Yuan Jing Xu B. Yang Chicheng Liu Wenjia Cai Weijing Cheng Wei Wang 89 19 0 22 Jul 2021
A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 122 133 0 21 Jul 2021
Exploiting generative self-supervised learning for the assessment of biological images with lack of annotations: a COVID-19 case-study Alessio Mascolini Dario Cardamone Francesco Ponzio S. D. Cataldo E. Ficarra MedIm 61 16 0 16 Jul 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 84 14 0 14 Jul 2021
Toward Efficient Transfer Learning in 6G S. Parsaeefard A. Leon-Garcia 98 5 0 12 Jul 2021
Identifying Layers Susceptible to Adversarial Attacks Shoaib Ahmed Siddiqui Thomas Breuel AAML 36 1 0 10 Jul 2021
Redescription Model Mining Felix I. Stamm Martin Becker M. Strohmaier Florian Lemmerich 26 1 0 09 Jul 2021
Multi-path Convolutional Neural Networks Efficiently Improve Feature Extraction in Continuous Adventitious Lung Sound Detection Fu-Shun Hsu Shang-Ran Huang Chien-Wen Huang Chun-Chieh Chen Yuan-Ren Cheng F. Lai 39 1 0 09 Jul 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks Jun Shu Deyu Meng Zongben Xu 79 8 0 06 Jul 2021
Trans4E: Link Prediction on Scholarly Knowledge Graphs M. Nayyeri Gökce Müge Çil S. Vahdati Francesco Osborne Mahfuzur Rahman ... Angelo Salatino Diego Reforgiato Recupero Nadezhda Vassilyeva Enrico Motta Jens Lehmann 72 62 0 03 Jul 2021