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gdal_tps.cpp
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/******************************************************************************
*
* Project: High Performance Image Reprojector
* Purpose: Thin Plate Spline transformer (GDAL wrapper portion)
* Author: Frank Warmerdam, [email protected]
*
******************************************************************************
* Copyright (c) 2004, Frank Warmerdam <[email protected]>
* Copyright (c) 2011-2013, Even Rouault <even dot rouault at spatialys.com>
*
* SPDX-License-Identifier: MIT
****************************************************************************/
#include "cpl_port.h"
#include "thinplatespline.h"
#include <stdlib.h>
#include <string.h>
#include <map>
#include <utility>
#include "cpl_atomic_ops.h"
#include "cpl_conv.h"
#include "cpl_error.h"
#include "cpl_minixml.h"
#include "cpl_multiproc.h"
#include "cpl_string.h"
#include "gdal.h"
#include "gdal_alg.h"
#include "gdal_alg_priv.h"
#include "gdal_priv.h"
#include "gdalgenericinverse.h"
CPL_C_START
CPLXMLNode *GDALSerializeTPSTransformer(void *pTransformArg);
void *GDALDeserializeTPSTransformer(CPLXMLNode *psTree);
CPL_C_END
struct TPSTransformInfo
{
GDALTransformerInfo sTI{};
VizGeorefSpline2D *poForward{};
VizGeorefSpline2D *poReverse{};
bool bForwardSolved{};
bool bReverseSolved{};
double dfSrcApproxErrorReverse{};
bool bReversed{};
std::vector<gdal::GCP> asGCPs{};
volatile int nRefCount{};
};
/************************************************************************/
/* GDALCreateSimilarTPSTransformer() */
/************************************************************************/
static void *GDALCreateSimilarTPSTransformer(void *hTransformArg,
double dfRatioX, double dfRatioY)
{
VALIDATE_POINTER1(hTransformArg, "GDALCreateSimilarTPSTransformer",
nullptr);
TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(hTransformArg);
if (dfRatioX == 1.0 && dfRatioY == 1.0)
{
// We can just use a ref count, since using the source transformation
// is thread-safe.
CPLAtomicInc(&(psInfo->nRefCount));
}
else
{
auto newGCPs = psInfo->asGCPs;
for (auto &gcp : newGCPs)
{
gcp.Pixel() /= dfRatioX;
gcp.Line() /= dfRatioY;
}
psInfo = static_cast<TPSTransformInfo *>(GDALCreateTPSTransformer(
static_cast<int>(newGCPs.size()), gdal::GCP::c_ptr(newGCPs),
psInfo->bReversed));
}
return psInfo;
}
/************************************************************************/
/* GDALCreateTPSTransformer() */
/************************************************************************/
/**
* Create Thin Plate Spline transformer from GCPs.
*
* The thin plate spline transformer produces exact transformation
* at all control points and smoothly varying transformations between
* control points with greatest influence from local control points.
* It is suitable for for many applications not well modeled by polynomial
* transformations.
*
* Creating the TPS transformer involves solving systems of linear equations
* related to the number of control points involved. This solution is
* computed within this function call. It can be quite an expensive operation
* for large numbers of GCPs. For instance, for reference, it takes on the
* order of 10s for 400 GCPs on a 2GHz Athlon processor.
*
* TPS Transformers are serializable.
*
* The GDAL Thin Plate Spline transformer is based on code provided by
* Gilad Ronnen on behalf of VIZRT Inc (http://www.visrt.com). Incorporation
* of the algorithm into GDAL was supported by the Centro di Ecologia Alpina
* (http://www.cealp.it).
*
* @param nGCPCount the number of GCPs in pasGCPList.
* @param pasGCPList an array of GCPs to be used as input.
* @param bReversed set it to TRUE to compute the reversed transformation.
*
* @return the transform argument or NULL if creation fails.
*/
void *GDALCreateTPSTransformer(int nGCPCount, const GDAL_GCP *pasGCPList,
int bReversed)
{
return GDALCreateTPSTransformerInt(nGCPCount, pasGCPList, bReversed,
nullptr);
}
static void GDALTPSComputeForwardInThread(void *pData)
{
TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pData);
psInfo->bForwardSolved = psInfo->poForward->solve() != 0;
}
void *GDALCreateTPSTransformerInt(int nGCPCount, const GDAL_GCP *pasGCPList,
int bReversed, char **papszOptions)
{
/* -------------------------------------------------------------------- */
/* Allocate transform info. */
/* -------------------------------------------------------------------- */
TPSTransformInfo *psInfo = new TPSTransformInfo();
psInfo->asGCPs = gdal::GCP::fromC(pasGCPList, nGCPCount);
psInfo->bReversed = CPL_TO_BOOL(bReversed);
psInfo->poForward = new VizGeorefSpline2D(2);
psInfo->poReverse = new VizGeorefSpline2D(2);
memcpy(psInfo->sTI.abySignature, GDAL_GTI2_SIGNATURE,
strlen(GDAL_GTI2_SIGNATURE));
psInfo->sTI.pszClassName = "GDALTPSTransformer";
psInfo->sTI.pfnTransform = GDALTPSTransform;
psInfo->sTI.pfnCleanup = GDALDestroyTPSTransformer;
psInfo->sTI.pfnSerialize = GDALSerializeTPSTransformer;
psInfo->sTI.pfnCreateSimilar = GDALCreateSimilarTPSTransformer;
/* -------------------------------------------------------------------- */
/* Attach (non-redundant) points to the transformation. */
/* -------------------------------------------------------------------- */
std::map<std::pair<double, double>, int> oMapPixelLineToIdx;
std::map<std::pair<double, double>, int> oMapXYToIdx;
for (int iGCP = 0; iGCP < nGCPCount; iGCP++)
{
const double afPL[2] = {pasGCPList[iGCP].dfGCPPixel,
pasGCPList[iGCP].dfGCPLine};
const double afXY[2] = {pasGCPList[iGCP].dfGCPX,
pasGCPList[iGCP].dfGCPY};
std::map<std::pair<double, double>, int>::iterator oIter(
oMapPixelLineToIdx.find(
std::pair<double, double>(afPL[0], afPL[1])));
if (oIter != oMapPixelLineToIdx.end())
{
if (afXY[0] == pasGCPList[oIter->second].dfGCPX &&
afXY[1] == pasGCPList[oIter->second].dfGCPY)
{
continue;
}
else
{
CPLError(CE_Warning, CPLE_AppDefined,
"GCP %d and %d have same (pixel,line)=(%f,%f), "
"but different (X,Y): (%f,%f) vs (%f,%f)",
iGCP + 1, oIter->second, afPL[0], afPL[1], afXY[0],
afXY[1], pasGCPList[oIter->second].dfGCPX,
pasGCPList[oIter->second].dfGCPY);
}
}
else
{
oMapPixelLineToIdx[std::pair<double, double>(afPL[0], afPL[1])] =
iGCP;
}
oIter = oMapXYToIdx.find(std::pair<double, double>(afXY[0], afXY[1]));
if (oIter != oMapXYToIdx.end())
{
CPLError(CE_Warning, CPLE_AppDefined,
"GCP %d and %d have same (x,y)=(%f,%f), "
"but different (pixel,line): (%f,%f) vs (%f,%f)",
iGCP + 1, oIter->second, afXY[0], afXY[1], afPL[0],
afPL[1], pasGCPList[oIter->second].dfGCPPixel,
pasGCPList[oIter->second].dfGCPLine);
}
else
{
oMapXYToIdx[std::pair<double, double>(afXY[0], afXY[1])] = iGCP;
}
bool bOK = true;
if (bReversed)
{
bOK &= psInfo->poReverse->add_point(afPL[0], afPL[1], afXY);
bOK &= psInfo->poForward->add_point(afXY[0], afXY[1], afPL);
}
else
{
bOK &= psInfo->poForward->add_point(afPL[0], afPL[1], afXY);
bOK &= psInfo->poReverse->add_point(afXY[0], afXY[1], afPL);
}
if (!bOK)
{
GDALDestroyTPSTransformer(psInfo);
return nullptr;
}
}
psInfo->nRefCount = 1;
psInfo->dfSrcApproxErrorReverse = CPLAtof(
CSLFetchNameValueDef(papszOptions, "SRC_APPROX_ERROR_IN_PIXEL", "0"));
int nThreads = 1;
if (nGCPCount > 100)
{
const char *pszWarpThreads =
CSLFetchNameValue(papszOptions, "NUM_THREADS");
if (pszWarpThreads == nullptr)
pszWarpThreads = CPLGetConfigOption("GDAL_NUM_THREADS", "1");
if (EQUAL(pszWarpThreads, "ALL_CPUS"))
nThreads = CPLGetNumCPUs();
else
nThreads = atoi(pszWarpThreads);
}
if (nThreads > 1)
{
// Compute direct and reverse transforms in parallel.
CPLJoinableThread *hThread =
CPLCreateJoinableThread(GDALTPSComputeForwardInThread, psInfo);
psInfo->bReverseSolved = psInfo->poReverse->solve() != 0;
if (hThread != nullptr)
CPLJoinThread(hThread);
else
psInfo->bForwardSolved = psInfo->poForward->solve() != 0;
}
else
{
psInfo->bForwardSolved = psInfo->poForward->solve() != 0;
psInfo->bReverseSolved = psInfo->poReverse->solve() != 0;
}
if (!psInfo->bForwardSolved || !psInfo->bReverseSolved)
{
GDALDestroyTPSTransformer(psInfo);
return nullptr;
}
return psInfo;
}
/************************************************************************/
/* GDALDestroyTPSTransformer() */
/************************************************************************/
/**
* Destroy TPS transformer.
*
* This function is used to destroy information about a GCP based
* polynomial transformation created with GDALCreateTPSTransformer().
*
* @param pTransformArg the transform arg previously returned by
* GDALCreateTPSTransformer().
*/
void GDALDestroyTPSTransformer(void *pTransformArg)
{
if (pTransformArg == nullptr)
return;
TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pTransformArg);
if (CPLAtomicDec(&(psInfo->nRefCount)) == 0)
{
delete psInfo->poForward;
delete psInfo->poReverse;
delete psInfo;
}
}
/************************************************************************/
/* GDALTPSTransform() */
/************************************************************************/
/**
* Transforms point based on GCP derived polynomial model.
*
* This function matches the GDALTransformerFunc signature, and can be
* used to transform one or more points from pixel/line coordinates to
* georeferenced coordinates (SrcToDst) or vice versa (DstToSrc).
*
* @param pTransformArg return value from GDALCreateTPSTransformer().
* @param bDstToSrc TRUE if transformation is from the destination
* (georeferenced) coordinates to pixel/line or FALSE when transforming
* from pixel/line to georeferenced coordinates.
* @param nPointCount the number of values in the x, y and z arrays.
* @param x array containing the X values to be transformed.
* @param y array containing the Y values to be transformed.
* @param z array containing the Z values to be transformed.
* @param panSuccess array in which a flag indicating success (TRUE) or
* failure (FALSE) of the transformation are placed.
*
* @return TRUE.
*/
int GDALTPSTransform(void *pTransformArg, int bDstToSrc, int nPointCount,
double *x, double *y, CPL_UNUSED double *z,
int *panSuccess)
{
VALIDATE_POINTER1(pTransformArg, "GDALTPSTransform", 0);
TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pTransformArg);
for (int i = 0; i < nPointCount; i++)
{
double xy_out[2] = {0.0, 0.0};
if (bDstToSrc)
{
// Compute initial guess
psInfo->poReverse->get_point(x[i], y[i], xy_out);
const auto ForwardTransformer = [](double xIn, double yIn,
double &xOut, double &yOut,
void *pUserData)
{
double xyOut[2] = {0.0, 0.0};
TPSTransformInfo *l_psInfo =
static_cast<TPSTransformInfo *>(pUserData);
l_psInfo->poForward->get_point(xIn, yIn, xyOut);
xOut = xyOut[0];
yOut = xyOut[1];
return true;
};
// Refine the initial guess
GDALGenericInverse2D(
x[i], y[i], xy_out[0], xy_out[1], ForwardTransformer, psInfo,
xy_out[0], xy_out[1],
/* computeJacobianMatrixOnlyAtFirstIter = */ true,
/* toleranceOnOutputCoordinates = */ 0,
psInfo->dfSrcApproxErrorReverse);
x[i] = xy_out[0];
y[i] = xy_out[1];
}
else
{
psInfo->poForward->get_point(x[i], y[i], xy_out);
x[i] = xy_out[0];
y[i] = xy_out[1];
}
panSuccess[i] = TRUE;
}
return TRUE;
}
/************************************************************************/
/* GDALSerializeTPSTransformer() */
/************************************************************************/
CPLXMLNode *GDALSerializeTPSTransformer(void *pTransformArg)
{
VALIDATE_POINTER1(pTransformArg, "GDALSerializeTPSTransformer", nullptr);
TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pTransformArg);
CPLXMLNode *psTree =
CPLCreateXMLNode(nullptr, CXT_Element, "TPSTransformer");
/* -------------------------------------------------------------------- */
/* Serialize bReversed. */
/* -------------------------------------------------------------------- */
CPLCreateXMLElementAndValue(
psTree, "Reversed",
CPLString().Printf("%d", static_cast<int>(psInfo->bReversed)));
/* -------------------------------------------------------------------- */
/* Attach GCP List. */
/* -------------------------------------------------------------------- */
if (!psInfo->asGCPs.empty())
{
GDALSerializeGCPListToXML(psTree, psInfo->asGCPs, nullptr);
}
if (psInfo->dfSrcApproxErrorReverse > 0)
{
CPLCreateXMLElementAndValue(
psTree, "SrcApproxErrorInPixel",
CPLString().Printf("%g", psInfo->dfSrcApproxErrorReverse));
}
return psTree;
}
/************************************************************************/
/* GDALDeserializeTPSTransformer() */
/************************************************************************/
void *GDALDeserializeTPSTransformer(CPLXMLNode *psTree)
{
/* -------------------------------------------------------------------- */
/* Check for GCPs. */
/* -------------------------------------------------------------------- */
CPLXMLNode *psGCPList = CPLGetXMLNode(psTree, "GCPList");
std::vector<gdal::GCP> asGCPs;
if (psGCPList != nullptr)
{
GDALDeserializeGCPListFromXML(psGCPList, asGCPs, nullptr);
}
/* -------------------------------------------------------------------- */
/* Get other flags. */
/* -------------------------------------------------------------------- */
const int bReversed = atoi(CPLGetXMLValue(psTree, "Reversed", "0"));
CPLStringList aosOptions;
aosOptions.SetNameValue(
"SRC_APPROX_ERROR_IN_PIXEL",
CPLGetXMLValue(psTree, "SrcApproxErrorInPixel", nullptr));
/* -------------------------------------------------------------------- */
/* Generate transformation. */
/* -------------------------------------------------------------------- */
void *pResult = GDALCreateTPSTransformerInt(static_cast<int>(asGCPs.size()),
gdal::GCP::c_ptr(asGCPs),
bReversed, aosOptions.List());
return pResult;
}