opencv/modules/ocl/src/opencl/kmeans_kernel.cl
2013-07-05 08:59:21 +08:00

85 lines
3.0 KiB
Common Lisp

/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
// Third party copyrights are property of their respective owners.
//
// @Authors
// Xiaopeng Fu, fuxiaopeng2222@163.com
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
// * Redistribution's in binary form must reproduce the above copyright notice,
// this list of conditions and the following disclaimer in the documentation
// and/or other GpuMaterials provided with the distribution.
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//M*/
__kernel void distanceToCenters(
int label_step, int K,
__global float *src,
__global int *labels, int dims, int rows,
__global float *centers,
__global float *dists)
{
int gid = get_global_id(1);
float dist, euDist, min;
int minCentroid;
if(gid >= rows)
return;
for(int i = 0 ; i < K; i++)
{
euDist = 0;
for(int j = 0; j < dims; j++)
{
dist = (src[j + gid * dims]
- centers[j + i * dims]);
euDist += dist * dist;
}
if(i == 0)
{
min = euDist;
minCentroid = 0;
}
else if(euDist < min)
{
min = euDist;
minCentroid = i;
}
}
dists[gid] = min;
labels[label_step * gid] = minCentroid;
}