Integral histogram: a fast way to extract histograms in Cartesian spaces
Mitsubishi Electric (United States)
Abstract
We present a novel method, which we refer as an integral histogram, to compute the histograms of all possible target regions in a Cartesian data space. Our method has three distinct advantages: 1) It is computationally superior to the conventional approach. The integral histogram method makes it possible to employ even an exhaustive search process in real-time, which was impractical before. 2) It can be extended to higher data dimensions, uniform and nonuniform bin formations, and multiple target scales without sacrificing its computational advantages. 3) It enables the description of higher level histogram features. We exploit the spatial arrangement of data points, and recursively propagate an aggregated…
Citation impact
- FWCI
- 37.90
- Percentile
- 100%
- References
- 18
Authors
1Topics & keywords
- Histogram
- Histogram matching
- Bin
- Cartesian coordinate system
- Adaptive histogram equalization
- Balanced histogram thresholding
- Computer science
- Image histogram