Object-Based Augmentation Improves Quality of Remote Sensing Semantic
Segmentation

v1v2 (latest)

Object-Based Augmentation Improves Quality of Remote Sensing Semantic Segmentation

12 May 2021

Dmitrii G. Shadrin

ArXiv (abs)PDF HTML

Papers citing "Object-Based Augmentation Improves Quality of Remote Sensing Semantic Segmentation"

14 / 14 papers shown

Title
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 304 992 0 13 Dec 2020
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 250 3,502 0 30 Sep 2019
Object Detection in Optical Remote Sensing Images: A Survey and A New Benchmark Ke Li G. Wan Gong Cheng L. Meng Junwei Han 64 1,459 0 31 Aug 2019
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 666 5,835 0 25 Jul 2019
Learning Data Augmentation Strategies for Object Detection Barret Zoph E. D. Cubuk Golnaz Ghiasi Nayeon Lee Jonathon Shlens Quoc V. Le 94 534 0 26 Jun 2019
Deep Learning on Small Datasets without Pre-Training using Cosine Loss Björn Barz Joachim Denzler 58 132 0 25 Jan 2019
XNet: A convolutional neural network (CNN) implementation for medical X-Ray image segmentation suitable for small datasets Joseph Aylett-Bullock C. Cuesta-Lázaro Arnau Quera-Bofarull 61 101 0 03 Dec 2018
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery Geesara Prathap Ilya M. Afanasyev 39 50 0 10 Nov 2018
Albumentations: fast and flexible image augmentations A. Buslaev Alex Parinov Eugene Khvedchenya V. Iglovikov Alexandr A Kalinin 152 1,982 0 18 Sep 2018
Data Augmentation for Skin Lesion Analysis Fábio Perez C. N. Vasconcelos Sandra Avila Eduardo Valle MedIm 66 170 0 05 Sep 2018
SpaceNet: A Remote Sensing Dataset and Challenge Series A. V. Etten David Lindenbaum Todd M. Bacastow 71 393 0 03 Jul 2018
Satellite imagery analysis for operational damage assessment in Emergency situations A. Trekin G. Novikov Georgy Potapov V. Ignatiev Evgeny Burnaev 42 38 0 19 Feb 2018
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 82 1,611 0 11 Oct 2017
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Chen Sun Abhinav Shrivastava Saurabh Singh Abhinav Gupta VLM 204 2,406 0 10 Jul 2017