Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning

29 June 2018

Papers citing "Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning"

14 / 14 papers shown

Title
POLO -- Point-based, multi-class animal detection Giacomo May Emanuele Dalsasso B. Kellenberger D. Tuia 88 3 0 15 Oct 2024
A systematic study of the class imbalance problem in convolutional neural networks Mateusz Buda A. Maki Maciej A. Mazurowski 224 2,370 0 15 Oct 2017
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 85 1,616 0 11 Oct 2017
Detecting animals in African Savanna with UAVs and the crowds Rey Nicolas Michele Volpi S. Joost D. Tuia 48 128 0 06 Sep 2017
Learning from Simulated and Unsupervised Images through Adversarial Training A. Shrivastava Tomas Pfister Oncel Tuzel J. Susskind Wenda Wang Russ Webb GAN 107 1,801 0 22 Dec 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks Jifeng Dai Yi Li Kaiming He Jian Sun ObjD 185 5,642 0 20 May 2016
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 157 2,422 0 12 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 275 14,027 0 19 Nov 2015
Land Use Classification in Remote Sensing Images by Convolutional Neural Networks M. Castelluccio Giovanni Poggi Carlo Sansone L. Verdoliva 51 611 0 01 Aug 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 733 37,033 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 533 62,409 0 04 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,615 0 01 Sep 2014