A simple, strong baseline for building damage detection on the xBD dataset

“xBD: A Dataset for Assessing Building Damage from Satellite Imagery” arXiv:1911.09296 [cs]

Original

Ritwik Gupta, Richard Hosfelt, Sandra Sajeev, Nirav Patel, Bryce Goodman, Jigar Doshi, Eric Heim, Howie Choset and Matthew Gaston · 1911

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“A Threshold Selection Method from Gray-Level Histograms” Conference Name: IEEE Transactions on Systems, Man, and Cybernetics

N. Otsu · 1979

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“Are we done with ImageNet?” arXiv:2006.07159 [cs]

Original

Lucas Beyer, Olivier. Hénaff, Alexander Kolesnikov, Xiaohua Zhai and Aäron van Oord · 2006

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“U-net: Convolutional networks for biomedical image segmentation”

Olaf Ronneberger, Philipp Fischer and Thomas Brox · 2015

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“PyTorch Lightning” doi: 10.5281/zenodo.3828935, https://www.pytorchlightning.ai, Last visited 2021-09-17, 2019

William Falcon and The PyTorch Lightning team · 2019

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“PyTorch: An Imperative Style, High-Performance Deep Learning Library”

Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Kopf, Edward Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai and Soumith Chintala · 2019

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“xview2 1st place solution”, 2020

Victor Durnov · 2020

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“Experiment Tracking with Weights and Biases”, 2020

Lukas Biewald · 2020

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“Why do better loss functions lead to less transferable features?”

Simon Kornblith, Ting Chen, Honglak Lee and Mohammad Norouzi · 2021

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“Weather and Climate Extreme Events in a Changing Climate”

Intergovernmental Panel on Change(IPCC) · 2023

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