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Methods for automated collection and annotation are changing the cost-structures of sampling surveys for a wide range of applications.
Some theory of sampling
W. E. Deming · 1966
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An empirical study of the ratio estimator and estimators of its variance
R. M. Royall and W. G. Cumberland · 1981
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Autogenic succession in a subtropical savanna: conversion of grassland to thorn woodland
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A baited underwater video system for the determination of relative density of carnivorous reef fish
T. J. Willis and R. C. Babcock · 2000
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Estimating the taxonomic composition of a sample when individuals are classified with error
A. Solow, C. Davis, and Q. Hu · 2001
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A digital acoustic recording tag for measuring the response of wild marine mammals to sound
M. P. Johnson and P. L. Tyack · 2003
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Estimating cover of benthic organisms from underwater video images: variability associated with multiple observers
R. Ninio, J. Delean, K. Osborne, and H. Sweatman · 2003
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Classifier technology and the illusion of progress
D. J. Hand · 2006
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Coral point count with excel extensions (cpce): A visual basic program for the determination of coral and substrate coverage using random point count methodology
K. E. Kohler and S. M. Gill · 2006
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A submersible imaging-in-flow instrument to analyze nano-and microplankton: Imaging flowcytobot
R. J. Olson and H. M. Sosik · 2007
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Unmanned aerial vehicle-based remote sensing for rangeland assessment, monitoring, and management
A. Rango, A. Laliberte, J. E. Herrick, C. Winters, K. Havstad, C. Steele, and D. Browning · 2009
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Online stratified sampling: evaluating classifiers at web-scale
P. N. Bennett and V. R. Carvalho · 2010
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A method of automated nonparametric content analysis for social science
D. J. Hopkins and G. King · 2010
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Acquisition of nir-green-blue digital photographs from unmanned aircraft for crop monitoring
E. R. Hunt, W. D. Hively, S. J. Fujikawa, D. S. Linden, C. S. Daughtry, and G. W. McCarty · 2010
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Time to automate identification
N. MacLeod, M. Benfield, and P. Culverhouse · 2010
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A survey on transfer learning
S. J. Pan and Q. Yang · 2010
Automated annotation of coral reef survey images
O. Beijbom, P. J. Edmunds, D. I. Kline, B. G. Mitchell, and D. Kriegman · 2012
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Bayesian optimal active search and surveying
R. Garnett, Y. Krishnamurthy, X. Xiong, J. Schneider, and R. Mann · 2012
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Assessing biodiversity in forests using very high-resolution images and unmanned aerial vehicles
S. Getzin, K. Wiegand, and I. Schöning · 2012
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Getting to the point: Accuracy of point count in monitoring ecosystem change
E. Pante and P. Dustan · 2012
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Sampling
S. K. Thompson · 2012
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A lazy man’s approach to benchmarking: Semisupervised classifier evaluation and recalibration
P. Welinder, M. Welling, and P. Perona · 2013
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Active risk estimation
C. Sawade, N. Landwehr, S. Bickel, and T. Scheffer · 2010
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The multidimensional wisdom of crowds
P. Welinder, S. Branson, P. Perona, and S. J. Belongie · 2010
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Platemate: crowdsourcing nutritional analysis from food photographs
J. Noronha, E. Hysen, H. Zhang, and K. Z. Gajos · 2011
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Unbiased look at dataset bias
A. Torralba and A. A. Efros · 2011
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Rich feature hierarchies for accurate object detection and semantic segmentation
R. Girshick, J. Donahue, T. Darrell, and J. Malik · 2014
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Very deep convolutional networks for large-scale image recognition
K. Simonyan and A. Zisserman · 2014
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Active transfer learning under model shift
X. Wang, T.-K. Huang, and J. Schneider · 2014
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