How to Do Machine Learning with Small Data? -- A Review from an Industrial Perspective

13 November 2023

Papers citing "How to Do Machine Learning with Small Data? -- A Review from an Industrial Perspective"

48 / 48 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 280 30,103 0 01 Mar 2022
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 393 1,979 0 11 Apr 2020
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 183 4,449 0 07 Nov 2019
On Accurate and Reliable Anomaly Detection for Gas Turbine Combustors: A Deep Learning Approach Weizhong Yan Lijie Yu AI4CE 59 146 0 25 Aug 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 89 2,354 0 06 Jun 2019
Transferring Multiscale Map Styles Using Generative Adversarial Networks Yuhao Kang Song Gao R. Roth GAN 38 80 0 06 May 2019
Generalizing from a Few Examples: A Survey on Few-Shot Learning Yaqing Wang Quanming Yao James T. Kwok L. Ni 90 1,814 0 10 Apr 2019
Learning to Predict the Cosmological Structure Formation Siyu He Yin Li Yu Feng S. Ho Siamak Ravanbakhsh Wei Chen Barnabás Póczós 75 170 0 15 Nov 2018
Learning from positive and unlabeled data: a survey Jessa Bekker Jesse Davis 78 560 0 12 Nov 2018
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 69 762 0 08 Oct 2018
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 58 1,021 0 07 Jun 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 131 1,772 0 24 May 2018
Imbalanced Deep Learning by Minority Class Incremental Rectification Qi Dong S. Gong Xiatian Zhu 47 329 0 28 Apr 2018
Simulation assisted machine learning T. Deist Andrew Patti Zhaoqi Wang D. Krane Taylor Sorenson D. Craft 46 66 0 15 Feb 2018
CARLA: An Open Urban Driving Simulator Alexey Dosovitskiy G. Ros Felipe Codevilla Antonio M. López V. Koltun VLM 135 5,173 0 10 Nov 2017
Recent Advances in Zero-shot Recognition Yanwei Fu Tao Xiang Yu-Gang Jiang Xiangyang Xue Leonid Sigal S. Gong BDL VLM 63 178 0 13 Oct 2017
ChemGAN challenge for drug discovery: can AI reproduce natural chemical diversity? Mostapha Benhenda GAN 52 103 0 28 Aug 2017
Zero-Shot Learning -- A Comprehensive Evaluation of the Good, the Bad and the Ugly Yongqin Xian Christoph H. Lampert Bernt Schiele Zeynep Akata VLM 151 1,568 0 03 Jul 2017
Perceptual Generative Adversarial Networks for Small Object Detection Jianan Li Xiaodan Liang Yunchao Wei Tingfa Xu Jiashi Feng Shuicheng Yan ObjD 61 724 0 16 Jun 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 151 2,828 0 15 Jun 2017
DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data Swaminathan Gurumurthy Ravi Kiran Sarvadevabhatla R. Venkatesh Babu GAN 69 271 0 07 Jun 2017
Discriminative k-shot learning using probabilistic models Matthias Bauer Mateo Rojas-Carulla J. Swiatkowski Bernhard Schölkopf Richard Turner VLM 59 71 0 01 Jun 2017
Deep Over-sampling Framework for Classifying Imbalanced Data S. Ando Chun-Yuan Huang 52 180 0 25 Apr 2017
MidiNet: A Convolutional Generative Adversarial Network for Symbolic-domain Music Generation Li-Chia Yang Szu-Yu Chou Yi-Hsuan Yang GAN MGen 141 463 0 31 Mar 2017
One-Shot Imitation Learning Yan Duan Marcin Andrychowicz Bradly C. Stadie Jonathan Ho Jonas Schneider Ilya Sutskever Pieter Abbeel Wojciech Zaremba OffRL 82 688 0 21 Mar 2017
GP-GAN: Towards Realistic High-Resolution Image Blending Huikai Wu Shuai Zheng Junge Zhang Kaiqi Huang GAN 58 257 0 21 Mar 2017
Comparative Study of CNN and RNN for Natural Language Processing Wenpeng Yin Katharina Kann Mo Yu Hinrich Schütze 72 988 0 07 Feb 2017
Towards Principled Methods for Training Generative Adversarial Networks Martín Arjovsky M. Nault GAN 83 2,109 0 17 Jan 2017
Learning from Simulated and Unsupervised Images through Adversarial Training A. Shrivastava Tomas Pfister Oncel Tuzel J. Susskind Wenda Wang Russ Webb GAN 103 1,801 0 22 Dec 2016
FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks Eddy Ilg N. Mayer Tonmoy Saikia Margret Keuper Alexey Dosovitskiy Thomas Brox 3DPC 255 3,081 0 06 Dec 2016
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 311 1,953 0 24 Oct 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 373 7,323 0 13 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 483 9,052 0 10 Jun 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 67 5,297 0 25 Apr 2016
End to End Learning for Self-Driving Cars Mariusz Bojarski D. Testa Daniel Dworakowski Bernhard Firner B. Flepp ... Urs Muller Jiakai Zhang Xin Zhang Jake Zhao Karol Zieba SSL 100 4,170 0 25 Apr 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 261 14,012 0 19 Nov 2015
FlowNet: Learning Optical Flow with Convolutional Networks Philipp Fischer Alexey Dosovitskiy Eddy Ilg Philip Häusser C. Hazirbas Vladimir Golkov Patrick van der Smagt Daniel Cremers Thomas Brox 3DPC 311 4,177 0 26 Apr 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 376 13,145 0 12 Mar 2015
DRAW: A Recurrent Neural Network For Image Generation Karol Gregor Ivo Danihelka Alex Graves Danilo Jimenez Rezende Daan Wierstra GAN DRL 170 1,961 0 16 Feb 2015
Caffe: Convolutional Architecture for Fast Feature Embedding Yangqing Jia Evan Shelhamer Jeff Donahue Sergey Karayev Jonathan Long Ross B. Girshick S. Guadarrama Trevor Darrell VLM BDL 3DV 274 14,711 0 20 Jun 2014
Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan Andrew Zisserman 247 7,535 0 09 Jun 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.0K 23,354 0 03 Jun 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 246 16,361 0 30 Apr 2014
Toward Supervised Anomaly Detection Nico Görnitz Marius Kloft Konrad Rieck Ulf Brefeld AAML 62 387 0 23 Jan 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,929 0 20 Dec 2013
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 155 4,034 0 04 Aug 2013
Advances in Optimizing Recurrent Networks Yoshua Bengio Nicolas Boulanger-Lewandowski Razvan Pascanu ODL 104 523 0 04 Dec 2012
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 373 25,646 0 09 Jun 2011