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Simple Training Strategies and Model Scaling for Object Detection


Jun 30, 2021
Xianzhi Du, Barret Zoph, Wei-Chih Hung, Tsung-Yi Lin

* 8 pages 

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Revisiting ResNets: Improved Training and Scaling Strategies


Mar 13, 2021
Irwan Bello, William Fedus, Xianzhi Du, Ekin D. Cubuk, Aravind Srinivas, Tsung-Yi Lin, Jonathon Shlens, Barret Zoph


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Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity


Jan 11, 2021
William Fedus, Barret Zoph, Noam Shazeer


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Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation


Dec 13, 2020
Golnaz Ghiasi, Yin Cui, Aravind Srinivas, Rui Qian, Tsung-Yi Lin, Ekin D. Cubuk, Quoc V. Le, Barret Zoph


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Does Data Augmentation Benefit from Split BatchNorms


Oct 15, 2020
Amil Merchant, Barret Zoph, Ekin Dogus Cubuk

* 9 pages (+ 3 for references) 

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Rethinking Pre-training and Self-training


Jun 11, 2020
Barret Zoph, Golnaz Ghiasi, Tsung-Yi Lin, Yin Cui, Hanxiao Liu, Ekin D. Cubuk, Quoc V. Le


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Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation


May 22, 2020
Liang-Chieh Chen, Raphael Gontijo Lopes, Bowen Cheng, Maxwell D. Collins, Ekin D. Cubuk, Barret Zoph, Hartwig Adam, Jonathon Shlens

* 21 pages including reference 

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Improving 3D Object Detection through Progressive Population Based Augmentation


Apr 02, 2020
Shuyang Cheng, Zhaoqi Leng, Ekin Dogus Cubuk, Barret Zoph, Chunyan Bai, Jiquan Ngiam, Yang Song, Benjamin Caine, Vijay Vasudevan, Congcong Li, Quoc V. Le, Jonathon Shlens, Dragomir Anguelov


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AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty


Dec 05, 2019
Dan Hendrycks, Norman Mu, Ekin D. Cubuk, Barret Zoph, Justin Gilmer, Balaji Lakshminarayanan

* Code available at https://github.com/google-research/augmix 

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RandAugment: Practical automated data augmentation with a reduced search space


Nov 14, 2019
Ekin D. Cubuk, Barret Zoph, Jonathon Shlens, Quoc V. Le

* Added ablation experiments 

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RandAugment: Practical data augmentation with no separate search


Sep 30, 2019
Ekin D. Cubuk, Barret Zoph, Jonathon Shlens, Quoc V. Le


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Learning Data Augmentation Strategies for Object Detection


Jun 26, 2019
Barret Zoph, Ekin D. Cubuk, Golnaz Ghiasi, Tsung-Yi Lin, Jonathon Shlens, Quoc V. Le


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Attention Augmented Convolutional Networks


Apr 22, 2019
Irwan Bello, Barret Zoph, Ashish Vaswani, Jonathon Shlens, Quoc V. Le


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SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition


Apr 18, 2019
Daniel S. Park, William Chan, Yu Zhang, Chung-Cheng Chiu, Barret Zoph, Ekin D. Cubuk, Quoc V. Le

* 6 pages, 3 figures, 6 tables; submitted to Interspeech 2019 

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AutoAugment: Learning Augmentation Policies from Data


Oct 09, 2018
Ekin D. Cubuk, Barret Zoph, Dandelion Mane, Vijay Vasudevan, Quoc V. Le


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Searching for Efficient Multi-Scale Architectures for Dense Image Prediction


Sep 11, 2018
Liang-Chieh Chen, Maxwell D. Collins, Yukun Zhu, George Papandreou, Barret Zoph, Florian Schroff, Hartwig Adam, Jonathon Shlens

* Accepted by NIPS 2018 

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Backprop Evolution


Aug 08, 2018
Maximilian Alber, Irwan Bello, Barret Zoph, Pieter-Jan Kindermans, Prajit Ramachandran, Quoc Le


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Progressive Neural Architecture Search


Jul 26, 2018
Chenxi Liu, Barret Zoph, Maxim Neumann, Jonathon Shlens, Wei Hua, Li-Jia Li, Li Fei-Fei, Alan Yuille, Jonathan Huang, Kevin Murphy

* To appear in ECCV 2018 as oral. The code and checkpoint for PNASNet-5 trained on ImageNet (both Mobile and Large) can now be downloaded from https://github.com/tensorflow/models/tree/master/research/slim#Pretrained. Also see https://github.com/chenxi116/PNASNet.TF for refactored and simplified TensorFlow code; see https://github.com/chenxi116/PNASNet.pytorch for exact conversion to PyTorch 

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Learning Transferable Architectures for Scalable Image Recognition


Apr 11, 2018
Barret Zoph, Vijay Vasudevan, Jonathon Shlens, Quoc V. Le


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Efficient Neural Architecture Search via Parameter Sharing


Feb 12, 2018
Hieu Pham, Melody Y. Guan, Barret Zoph, Quoc V. Le, Jeff Dean


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Intriguing Properties of Adversarial Examples


Nov 08, 2017
Ekin D. Cubuk, Barret Zoph, Samuel S. Schoenholz, Quoc V. Le

* 17 pages 

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Searching for Activation Functions


Oct 27, 2017
Prajit Ramachandran, Barret Zoph, Quoc V. Le

* Updated version of "Swish: a Self-Gated Activation Function" 

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Neural Optimizer Search with Reinforcement Learning


Sep 22, 2017
Irwan Bello, Barret Zoph, Vijay Vasudevan, Quoc V. Le

* ICML 2017 Conference paper 

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Neural Architecture Search with Reinforcement Learning


Feb 15, 2017
Barret Zoph, Quoc V. Le


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Transfer Learning for Low-Resource Neural Machine Translation


Apr 08, 2016
Barret Zoph, Deniz Yuret, Jonathan May, Kevin Knight

* 8 pages 

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Multi-Source Neural Translation


Jan 05, 2016
Barret Zoph, Kevin Knight

* 5 pages, 6 figures 

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