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Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-tuning

Computer Vision and Pattern Recognition (CVPR), 2017

28 February 2017

Weifeng Ge

Yizhou Yu

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Papers citing "Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-tuning"

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Title
$n$ -Reference Transfer Learning for Saliency PredictionEuropean Conference on Computer Vision (ECCV), 2020 Yan Luo Yongkang Wong Mohan Kankanhalli Qi Zhao 92 6 0 09 Jul 2020
RIFLE: Backpropagation in Depth for Deep Transfer Learning through Re-Initializing the Fully-connected LayEr Xingjian Li Haoyi Xiong Haozhe An Chengzhong Xu Dejing Dou ODL 122 43 0 07 Jul 2020
Unsupervised Domain Adaptation via Structurally Regularized Deep ClusteringComputer Vision and Pattern Recognition (CVPR), 2020 Hui Tang Ke Chen Kui Jia CML OOD 175 312 0 19 Mar 2020
Channel Interaction Networks for Fine-Grained Image CategorizationAAAI Conference on Artificial Intelligence (AAAI), 2020 Yu Gao Xintong Han Xun Wang Weilin Huang Matthew R. Scott 287 170 0 11 Mar 2020
Rethinking the Hyperparameters for Fine-tuningInternational Conference on Learning Representations (ICLR), 2020 Hao Li Pratik Chaudhari Hao Yang Michael Lam Avinash Ravichandran Rahul Bhotika Stefano Soatto VLM 168 137 0 19 Feb 2020
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image ClassificationIEEE Transactions on Image Processing (TIP), 2020 Dongliang Chang Yifeng Ding Jiyang Xie A. Bhunia Xiaoxu Li Zhanyu Ma Ming Wu Jun Guo Yi-Zhe Song 296 344 0 11 Feb 2020
Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness Ting-Wu Chin Cha Zhang Diana Marculescu AAML 117 1 0 07 Feb 2020
SimEx: Express Prediction of Inter-dataset Similarity by a Fleet of Autoencoders Inseok Hwang Jinho Lee Frank Liu Minsik Cho 75 5 0 14 Jan 2020
Measuring Dataset Granularity Huayu Chen Zeqi Gu D. Mahajan Laurens van der Maaten Serge J. Belongie Ser-Nam Lim 116 13 0 21 Dec 2019
Research Frontiers in Transfer Learning -- a systematic and bibliometric review Frederico Guth Teofilo de Campos 130 0 0 18 Dec 2019
A Broader Study of Cross-Domain Few-Shot Learning Yunhui Guo Noel Codella Leonid Karlinsky James V. Codella John R. Smith Kate Saenko Tajana Simunic Rogerio Feris 175 45 0 16 Dec 2019
AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer LearningAAAI Conference on Artificial Intelligence (AAAI), 2019 Yunhui Guo Yandong Li Liqiang Wang Tajana Simunic 179 43 0 21 Nov 2019
Towards Making Deep Transfer Learning Never HurtIndustrial Conference on Data Mining (IDM), 2019 Ruosi Wan Haoyi Xiong Xingjian Li Zhanxing Zhu Jun Huan 126 21 0 18 Nov 2019
Supervised level-wise pretraining for recurrent neural network initialization in multi-class classification Dino Ienco R. Interdonato R. Gaetano AI4CE 75 1 0 04 Nov 2019
Towards Understanding the Transferability of Deep Representations Hong Liu Mingsheng Long Jianmin Wang Sai Li 112 28 0 26 Sep 2019
Learning to Transfer Learn: Reinforcement Learning-Based Selection for Adaptive Transfer Learning Linchao Zhu Sercan O. Arik Yezhou Yang Tomas Pfister 193 5 0 29 Aug 2019
P2L: Predicting Transfer Learning for Images and Semantic Relations Bishwaranjan Bhattacharjee J. Kender Matthew Q. Hill Parijat Dube Siyu Huo Michael R. Glass Brian M. Belgodere Sharath Pankanti Noel Codella Patrick Watson VLM 261 13 0 20 Aug 2019
Regularizing CNN Transfer Learning with Randomised RegressionComputer Vision and Pattern Recognition (CVPR), 2019 Yang Zhong A. Maki 178 14 0 16 Aug 2019
Deep Learning for Detecting Building Defects Using Convolutional Neural NetworksItalian National Conference on Sensors (INS), 2019 H. Perez J. Tah Amir H. Mosavi 92 221 0 06 Aug 2019
Forecasting with time series imaging Xixi Li Yanfei Kang Feng Li AI4TS 237 100 0 17 Apr 2019
Transfer Adaptation Learning: A Decade Survey Lei Zhang Xinbo Gao OOD 319 225 0 12 Mar 2019
Weakly Supervised Complementary Parts Models for Fine-Grained Image Classification from the Bottom Up Weifeng Ge Xiangru Lin Yizhou Yu 191 287 0 07 Mar 2019
DELTA: DEep Learning Transfer using Feature Map with Attention for Convolutional Networks Xingjian Li Haoyi Xiong Hanchao Wang Yuxuan Rao Liping Liu Zeyu Chen Jun Huan 199 176 0 26 Jan 2019
Unsupervised Domain Adaptation using Generative Models and Self-ensembling Eman T. Hassan Xin Chen David J. Crandall OOD 163 7 0 02 Dec 2018
SpotTune: Transfer Learning through Adaptive Fine-tuningComputer Vision and Pattern Recognition (CVPR), 2018 Yunhui Guo Humphrey Shi Abhishek Kumar Kristen Grauman Tajana Simunic Rogerio Feris 282 485 0 21 Nov 2018
Domain Adaptive Transfer Learning with Specialist Models Jiquan Ngiam Daiyi Peng Vijay Vasudevan Simon Kornblith Quoc V. Le Ruoming Pang 196 113 0 16 Nov 2018
Gated Transfer Network for Transfer Learning Yi Zhu Jia Xue Shawn D. Newsam 124 2 0 30 Oct 2018
Target Aware Network Adaptation for Efficient Representation Learning Yang Zhong Vladimir Li R. Okada A. Maki 116 6 0 02 Oct 2018
Instance-based Deep Transfer Learning Tianyang Wang Jun Huan M. Zhu 89 48 0 08 Sep 2018
Saliency for Fine-grained Object Recognition in Domains with Scarce Training Data Carola Figueroa Flores Abel Gonzalez-Garcia Joost van de Weijer Bogdan Raducanu 206 51 0 01 Aug 2018
Improving Transferability of Deep Neural Networks Parijat Dube Bishwaranjan Bhattacharjee Elisabeth Petit-Bois Matthew Q. Hill 82 12 0 30 Jul 2018
Fine-Grained Visual Categorization using Meta-Learning Optimization with Sample Selection of Auxiliary Data Yabin Zhang Hui Tang Kui Jia 152 100 0 28 Jul 2018
Residual Network based Aggregation Model for Skin Lesion Classification Yongsheng Pan Yong-quan Xia MedIm 90 6 0 24 Jul 2018
Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models Xin-Yi Tong Guisong Xia Qikai Lu Huanfeng Shen Shengyang Li S. You Liangpei Zhang 341 868 0 16 Jul 2018
Augmented Cyclic Adversarial Learning for Low Resource Domain Adaptation Ehsan Hosseini-Asl Yingbo Zhou Caiming Xiong R. Socher 178 12 0 01 Jul 2018
Sparse, Collaborative, or Nonnegative Representation: Which Helps Pattern Classification? Jun Xu Wangpeng An Lei Zhang David C. Zhang BDL 264 126 0 12 Jun 2018
SOSELETO: A Unified Approach to Transfer Learning and Training with Noisy Labels Or Litany Daniel Freedman NoLa 167 13 0 24 May 2018
Building Extraction at Scale using Convolutional Neural Network: Mapping of the United States Hsiuhan Lexie Yang Jiangye Yuan D. Lunga M. Laverdiere A. Rose B. Bhaduri 127 183 0 23 May 2018
Real-world plant species identification based on deep convolutional neural networks and visual attention Qingguo Xiao Guangyao Li Li Xie Qiaochuan Chen 157 26 0 11 Apr 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 422 2,171 0 10 Feb 2018
Explicit Inductive Bias for Transfer Learning with Convolutional Networks Xuhong Li Yves Grandvalet Franck Davoine SSL 312 396 0 05 Feb 2018
Bridging the Gap: Simultaneous Fine Tuning for Data Re-Balancing John McKay Isaac D. Gerg V. Monga 53 6 0 08 Jan 2018
Deep Nearest Class Mean Model for Incremental Odor Classification Yu Cheng Kin-Yeung Wong Kevin Hung Zhizhong Li Weitong Li Jun Zhang 96 10 0 08 Jan 2018
Transfer Learning in CNNs Using Filter-Trees S. Kumaraswamy P. Sastry K. Ramakrishnan 55 1 0 27 Nov 2017
Optimal Transport for Deep Joint Transfer Learning Ying Lu Liming Chen A. Saidi 76 9 0 09 Sep 2017
Transfer Learning for Performance Modeling of Configurable Systems: An Exploratory Analysis Pooyan Jamshidi Norbert Siegmund Miguel Velez Jane Hsieh Akshay Patel Yuvraj Agarwal 157 128 0 07 Sep 2017
Adaptive SVM+: Learning with Privileged Information for Domain Adaptation N. Sarafianos Michalis Vrigkas I. Kakadiaris 170 24 0 30 Aug 2017
Building Graph Representations of Deep Vector Embeddings Dario Garcia-Gasulla Armand Vilalta Ferran Parés Jonathan Moreno Eduard Ayguadé Jesús Labarta Ulises Cortés Toyotaro Suzumura GNN 94 4 0 24 Jul 2017
An Out-of-the-box Full-network Embedding for Convolutional Neural Networks Dario Garcia-Gasulla Armand Vilalta Ferran Parés Jonatan Moreno Eduard Ayguadé Jesús Labarta Ulises Cortés Toyotaro Suzumura 135 20 0 22 May 2017