Half a Percent of Labels is Enough: Efficient Animal Detection in UAV
Imagery using Deep CNNs and Active Learning

Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery using Deep CNNs and Active Learning

17 July 2019

B. Kellenberger

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Papers citing "Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery using Deep CNNs and Active Learning"

16 / 16 papers shown

Title
Learning User's confidence for active learning D. Tuia Jordi Munoz-Marí 112 28 0 15 Apr 2021
A survey of active learning algorithms for supervised remote sensing image classification D. Tuia Michele Volpi Loris Copa M. Kanevski Jordi Munoz-Marí 53 525 0 15 Apr 2021
Recent Advances in Domain Adaptation for the Classification of Remote Sensing Data D. Tuia Claudio Persello Lorenzo Bruzzone OOD 43 449 0 15 Apr 2021
Detecting Mammals in UAV Images: Best Practices to address a substantially Imbalanced Dataset with Deep Learning B. Kellenberger Diego Marcos D. Tuia 79 266 0 29 Jun 2018
Localization-Aware Active Learning for Object Detection Chieh-Chi Kao Teng-Yok Lee P. Sen Ming-Yuan Liu ObjD 68 122 0 16 Jan 2018
Detecting animals in African Savanna with UAVs and the crowds Rey Nicolas Michele Volpi S. Joost D. Tuia 48 128 0 06 Sep 2017
Deep Bayesian Active Learning with Image Data Y. Gal Riashat Islam Zoubin Ghahramani BDL UQCV 75 1,739 0 08 Mar 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,641 0 25 Dec 2016
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 180 3,714 0 27 Jul 2016
One-shot Learning with Memory-Augmented Neural Networks Adam Santoro Sergey Bartunov M. Botvinick Daan Wierstra Timothy Lillicrap 82 525 0 19 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Optimal Transport for Domain Adaptation Nicolas Courty Rémi Flamary D. Tuia A. Rakotomamonjy OT OOD 155 1,125 0 02 Jul 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
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
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 220 4,289 0 04 Jun 2013