A Comprehensive Survey on Transfer Learning

7 November 2019

Hengshu Zhu

Papers citing "A Comprehensive Survey on Transfer Learning"

50 / 997 papers shown

Title
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 213 238 1 10 Sep 2021
A Survey of Sound Source Localization with Deep Learning Methods Pierre-Amaury Grumiaux Srdjan Kitić Laurent Girin Alexandre Guérin 33 246 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 27 32 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 24 14 0 04 Sep 2021
A Bayesian Approach to (Online) Transfer Learning: Theory and Algorithms Xuetong Wu J. Manton U. Aickelin Jingge Zhu 14 14 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 55 517 0 31 Aug 2021
LIGAR: Lightweight General-purpose Action Recognition Evgeny Izutov 12 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 39 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 30 0 0 27 Aug 2021
Music Composition with Deep Learning: A Review Carlos Hernandez-Olivan J. R. Beltrán CoGe VLM 30 66 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 20 11 0 26 Aug 2021
A new semi-supervised inductive transfer learning framework: Co-Transfer Ze Yuan Yimin Wen 9 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 31 24 0 17 Aug 2021
Fractional Transfer Learning for Deep Model-Based Reinforcement Learning Remo Sasso M. Sabatelli M. Wiering CLL OffRL 29 6 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 21 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 36 59 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 78 76 0 09 Aug 2021
Deep Transfer Learning for Identifications of Slope Surface Cracks Yuting Yang Gang Mei 19 9 0 08 Aug 2021
Learning Compatible Embeddings Qiang Meng Chixiang Zhang Xiaoqiang Xu F. Zhou VLM 26 36 0 04 Aug 2021
Domain Adaptor Networks for Hyperspectral Image Recognition Gustavo Pérez Subhransu Maji 13 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 30 27 0 01 Aug 2021
Incorporation of Deep Neural Network & Reinforcement Learning with Domain Knowledge Aryan Karn Ashutosh Acharya 16 0 0 29 Jul 2021
Toward Co-creative Dungeon Generation via Transfer Learning Zisen Zhou Matthew J. Guzdial GAN 20 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 16 61 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 11 17 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 30 18 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 30 128 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 22 15 0 16 Jul 2021
Uncertainty-Guided Mixup for Semi-Supervised Domain Adaptation without Source Data Ning Ma Jiajun Bu Zhen Zhang Sheng Zhou TTA 24 13 0 14 Jul 2021
Toward Efficient Transfer Learning in 6G S. Parsaeefard A. Leon-Garcia 22 5 0 12 Jul 2021
Identifying Layers Susceptible to Adversarial Attacks Shoaib Ahmed Siddiqui Thomas Breuel AAML 14 1 0 10 Jul 2021
Redescription Model Mining Felix I. Stamm Martin Becker M. Strohmaier Florian Lemmerich 12 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 15 1 0 09 Jul 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks Jun Shu Deyu Meng Zongben Xu 26 6 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 21 58 0 03 Jul 2021
Disentangling Transfer and Interference in Multi-Domain Learning Yipeng Zhang Tyler L. Hayes Christopher Kanan 45 3 0 02 Jul 2021
Reinforcement Learning for Feedback-Enabled Cyber Resilience Yunhan Huang Linan Huang Quanyan Zhu 16 66 0 02 Jul 2021
Critically examining the Domain Generalizability of Facial Expression Recognition models Varsha Suresh G. Yeo Desmond C. Ong 26 6 0 29 Jun 2021
A hybrid model-based and learning-based approach for classification using limited number of training samples Alireza Nooraiepour W. Bajwa N. Mandayam 30 4 0 25 Jun 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 41 49 0 24 Jun 2021
Classifying Textual Data with Pre-trained Vision Models through Transfer Learning and Data Transformations Charaf Eddine Benarab CLIP VLM 21 2 0 23 Jun 2021
Towards Better Shale Gas Production Forecasting Using Transfer Learning Omar S. Alolayan Samuel J. Raymond J. Montgomery John R. Williams MedIm 24 18 0 21 Jun 2021
Deep Subdomain Adaptation Network for Image Classification Yongchun Zhu Fuzhen Zhuang Jindong Wang Guolin Ke Jingwu Chen Jiang Bian Hui Xiong Qing He 21 758 0 17 Jun 2021
Rethinking Transfer Learning for Medical Image Classification Le Peng Hengyue Liang Gaoxiang Luo Taihui Li Ju Sun VLM LM&MA 16 5 0 09 Jun 2021
Learning from Multiple Noisy Partial Labelers Peilin Yu Tiffany Ding Stephen H. Bach NoLa 13 22 0 08 Jun 2021
Materials Representation and Transfer Learning for Multi-Property Prediction Shufeng Kong D. Guevarra Carla P. Gomes J. Gregoire AI4CE 27 42 0 04 Jun 2021
Transfer Learning as an Enhancement for Reconfiguration Management of Cyber-Physical Production Systems Benjamin Maschler Timo Müller Andreas Löcklin M. Weyrich 25 8 0 31 May 2021
Classification of Brain Tumours in MR Images using Deep Spatiospatial Models S. Chatterjee F. Nizamani A. Nürnberger Oliver Speck 12 79 0 28 May 2021
Targeted Deep Learning: Framework, Methods, and Applications Shih-Ting Huang Johannes Lederer AAML OOD MedIm 17 1 0 28 May 2021
Unsupervised Domain Adaptation of Object Detectors: A Survey Poojan Oza Vishwanath A. Sindagi Vibashan Vs Vishal M. Patel OOD ObjD 39 170 0 27 May 2021