The Utility of Feature Reuse: Transfer Learning in Data-Starved Regimes

The Utility of Feature Reuse: Transfer Learning in Data-Starved Regimes

29 February 2020

M. G. Sarwar Murshed

Alvaro Velasquez

Papers citing "The Utility of Feature Reuse: Transfer Learning in Data-Starved Regimes"

18 / 18 papers shown

Title
An Improved Analysis of Training Over-parameterized Deep Neural Networks Difan Zou Quanquan Gu 52 230 0 11 Jun 2019
Transfusion: Understanding Transfer Learning for Medical Imaging M. Raghu Chiyuan Zhang Jon M. Kleinberg Samy Bengio MedIm 57 980 0 14 Feb 2019
Overparameterized Nonlinear Learning: Gradient Descent Takes the Shortest Path? Samet Oymak Mahdi Soltanolkotabi ODL 35 176 0 25 Dec 2018
Explaining Explanations: An Overview of Interpretability of Machine Learning Leilani H. Gilpin David Bau Ben Z. Yuan Ayesha Bajwa Michael A. Specter Lalana Kagal XAI 75 1,849 0 31 May 2018
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning Pranav Rajpurkar Jeremy Irvin Kaylie Zhu Brandon Yang Hershel Mehta ... Aarti Bagul C. Langlotz K. Shpanskaya M. Lungren A. Ng LM&MA 73 2,691 0 14 Nov 2017
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning? Nima Tajbakhsh Jae Y. Shin S. Gurudu R. T. Hurst Christopher B. Kendall Michael B. Gotway Jianming Liang 167 2,508 0 02 Jun 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 36 19 0 22 May 2017
On the Behavior of Convolutional Nets for Feature Extraction Dario Garcia-Gasulla Ferran Parés Armand Vilalta Jonathan Moreno Eduard Ayguadé Jesús Labarta Ulises Cortés Toyotaro Suzumura SSL 36 93 0 03 Mar 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 232 19,796 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 675 36,599 0 25 Aug 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 132 7,448 0 24 Feb 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 746 16,828 0 16 Feb 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 200 9,280 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.6K 192,638 0 10 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 575 27,231 0 02 Dec 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.1K 99,991 0 04 Sep 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 389 15,825 0 12 Nov 2013
Learning with Augmented Features for Heterogeneous Domain Adaptation Lixin Duan Dong Xu Ivor Tsang 84 345 0 18 Jun 2012