Comparative assessment of the measures of thematic classification accuracy

By Canran Liu, Paul Frazier, Lalit Kumar. 2007

468 citations recorded by the source corpus.

Subfields: Ecology, Geography, Planning and Development, Media Technology

View Paper: https://www.semanticscholar.org/paper/e778483585643c00473813ce65e7713f18841e78

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In Ecology

In Geography, Planning and Development

In Media Technology

Citations in the corpus

Good practices for estimating area and assessing accuracy of land change (2014, methodology): “(Foody, 1992; Liu et al., 2007; Pontius &Millones, 2011; Stehman, 1997).”
Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment (2011, unknown): “…= ⎛ ⎜⎜⎜⎝ nijJ∑ j=1 nij ⎞ ⎟⎟⎟⎠ ⎛ ⎜⎜⎜⎝ NiJ∑ i=1 Ni ⎞ ⎟⎟⎟⎠ (1) 2.4 Parameters to summarize the population matrix There are numerous possible parameters to summarize the information in the 200 population matrix (Ma and Redmond 1995, Fielding and Bell 1997, Stehman 1997, Liu et al. 2007).”
Statistical and spatial analysis of landslide susceptibility maps with different classification systems (2016, methodology): “In the present study, the detection of structure data provided by the factor analysis is used to analyze and plot their spatial distribution (Liu et al. 2007).”
Measuring the accuracy of species distribution models: a review (2009, background): “However, as Liu et al. (2007) discussed, NMI has some weaknesses.”
Harshness in image classification accuracy assessment (2008, background): “Similarly, it is important to be aware that some promoted manipulations of the confusion matrix, such as normalization, can be undesirable (Foody 2002, Stehman 2004, Liu et al. 2007).”
Improving the Accuracy of Land Use and Land Cover Classification of Landsat Data Using Post-Classification Enhancement (2009, background): “The most widely promoted classification accuracy is in the form of error matrix which can be used to derive a series of descriptive and analytical statistics [6,22,25-27].”
A flexible spatiotemporal method for fusing satellite images with different resolutions (2016, methodology): “For the category level, the average value of user's and producer's accuracy (aup) was used to assess the agreement of each class (Liu et al., 2007).”
Sampling designs for accuracy assessment of land cover (2009, background): “There is no shortage of other accuracy measures, foremost of which are the chancecorrected measures such as kappa, and map users and producers need to be fully aware of the utility and limitations of these measures (Stehman 1997b, Liu et al. 2007).”