/src/gdal/alg/gdal_tps.cpp
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1 | | /****************************************************************************** |
2 | | * |
3 | | * Project: High Performance Image Reprojector |
4 | | * Purpose: Thin Plate Spline transformer (GDAL wrapper portion) |
5 | | * Author: Frank Warmerdam, warmerdam@pobox.com |
6 | | * |
7 | | ****************************************************************************** |
8 | | * Copyright (c) 2004, Frank Warmerdam <warmerdam@pobox.com> |
9 | | * Copyright (c) 2011-2013, Even Rouault <even dot rouault at spatialys.com> |
10 | | * |
11 | | * SPDX-License-Identifier: MIT |
12 | | ****************************************************************************/ |
13 | | |
14 | | #include "cpl_port.h" |
15 | | #include "thinplatespline.h" |
16 | | |
17 | | #include <stdlib.h> |
18 | | #include <string.h> |
19 | | #include <map> |
20 | | #include <utility> |
21 | | |
22 | | #include "cpl_atomic_ops.h" |
23 | | #include "cpl_conv.h" |
24 | | #include "cpl_error.h" |
25 | | #include "cpl_minixml.h" |
26 | | #include "cpl_multiproc.h" |
27 | | #include "cpl_string.h" |
28 | | #include "gdal.h" |
29 | | #include "gdal_alg.h" |
30 | | #include "gdal_alg_priv.h" |
31 | | #include "gdal_priv.h" |
32 | | #include "gdalgenericinverse.h" |
33 | | |
34 | | CPL_C_START |
35 | | CPLXMLNode *GDALSerializeTPSTransformer(void *pTransformArg); |
36 | | void *GDALDeserializeTPSTransformer(CPLXMLNode *psTree); |
37 | | CPL_C_END |
38 | | |
39 | | struct TPSTransformInfo |
40 | | { |
41 | | GDALTransformerInfo sTI{}; |
42 | | |
43 | | VizGeorefSpline2D *poForward{}; |
44 | | VizGeorefSpline2D *poReverse{}; |
45 | | bool bForwardSolved{}; |
46 | | bool bReverseSolved{}; |
47 | | double dfSrcApproxErrorReverse{}; |
48 | | |
49 | | bool bReversed{}; |
50 | | |
51 | | std::vector<gdal::GCP> asGCPs{}; |
52 | | |
53 | | volatile int nRefCount{}; |
54 | | }; |
55 | | |
56 | | /************************************************************************/ |
57 | | /* GDALCreateSimilarTPSTransformer() */ |
58 | | /************************************************************************/ |
59 | | |
60 | | static void *GDALCreateSimilarTPSTransformer(void *hTransformArg, |
61 | | double dfRatioX, double dfRatioY) |
62 | 0 | { |
63 | 0 | VALIDATE_POINTER1(hTransformArg, "GDALCreateSimilarTPSTransformer", |
64 | 0 | nullptr); |
65 | | |
66 | 0 | TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(hTransformArg); |
67 | |
|
68 | 0 | if (dfRatioX == 1.0 && dfRatioY == 1.0) |
69 | 0 | { |
70 | | // We can just use a ref count, since using the source transformation |
71 | | // is thread-safe. |
72 | 0 | CPLAtomicInc(&(psInfo->nRefCount)); |
73 | 0 | } |
74 | 0 | else |
75 | 0 | { |
76 | 0 | auto newGCPs = psInfo->asGCPs; |
77 | 0 | for (auto &gcp : newGCPs) |
78 | 0 | { |
79 | 0 | gcp.Pixel() /= dfRatioX; |
80 | 0 | gcp.Line() /= dfRatioY; |
81 | 0 | } |
82 | 0 | psInfo = static_cast<TPSTransformInfo *>(GDALCreateTPSTransformer( |
83 | 0 | static_cast<int>(newGCPs.size()), gdal::GCP::c_ptr(newGCPs), |
84 | 0 | psInfo->bReversed)); |
85 | 0 | } |
86 | |
|
87 | 0 | return psInfo; |
88 | 0 | } |
89 | | |
90 | | /************************************************************************/ |
91 | | /* GDALCreateTPSTransformer() */ |
92 | | /************************************************************************/ |
93 | | |
94 | | /** |
95 | | * Create Thin Plate Spline transformer from GCPs. |
96 | | * |
97 | | * The thin plate spline transformer produces exact transformation |
98 | | * at all control points and smoothly varying transformations between |
99 | | * control points with greatest influence from local control points. |
100 | | * It is suitable for for many applications not well modeled by polynomial |
101 | | * transformations. |
102 | | * |
103 | | * Creating the TPS transformer involves solving systems of linear equations |
104 | | * related to the number of control points involved. This solution is |
105 | | * computed within this function call. It can be quite an expensive operation |
106 | | * for large numbers of GCPs. For instance, for reference, it takes on the |
107 | | * order of 10s for 400 GCPs on a 2GHz Athlon processor. |
108 | | * |
109 | | * TPS Transformers are serializable. |
110 | | * |
111 | | * The GDAL Thin Plate Spline transformer is based on code provided by |
112 | | * Gilad Ronnen on behalf of VIZRT Inc (http://www.visrt.com). Incorporation |
113 | | * of the algorithm into GDAL was supported by the Centro di Ecologia Alpina |
114 | | * (http://www.cealp.it). |
115 | | * |
116 | | * @param nGCPCount the number of GCPs in pasGCPList. |
117 | | * @param pasGCPList an array of GCPs to be used as input. |
118 | | * @param bReversed set it to TRUE to compute the reversed transformation. |
119 | | * |
120 | | * @return the transform argument or NULL if creation fails. |
121 | | */ |
122 | | |
123 | | void *GDALCreateTPSTransformer(int nGCPCount, const GDAL_GCP *pasGCPList, |
124 | | int bReversed) |
125 | 0 | { |
126 | 0 | return GDALCreateTPSTransformerInt(nGCPCount, pasGCPList, bReversed, |
127 | 0 | nullptr); |
128 | 0 | } |
129 | | |
130 | | static void GDALTPSComputeForwardInThread(void *pData) |
131 | 0 | { |
132 | 0 | TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pData); |
133 | 0 | psInfo->bForwardSolved = psInfo->poForward->solve() != 0; |
134 | 0 | } |
135 | | |
136 | | void *GDALCreateTPSTransformerInt(int nGCPCount, const GDAL_GCP *pasGCPList, |
137 | | int bReversed, CSLConstList papszOptions) |
138 | | |
139 | 0 | { |
140 | | /* -------------------------------------------------------------------- */ |
141 | | /* Allocate transform info. */ |
142 | | /* -------------------------------------------------------------------- */ |
143 | 0 | TPSTransformInfo *psInfo = new TPSTransformInfo(); |
144 | |
|
145 | 0 | psInfo->asGCPs = gdal::GCP::fromC(pasGCPList, nGCPCount); |
146 | |
|
147 | 0 | psInfo->bReversed = CPL_TO_BOOL(bReversed); |
148 | 0 | psInfo->poForward = new VizGeorefSpline2D(2); |
149 | 0 | psInfo->poReverse = new VizGeorefSpline2D(2); |
150 | |
|
151 | 0 | memcpy(psInfo->sTI.abySignature, GDAL_GTI2_SIGNATURE, |
152 | 0 | strlen(GDAL_GTI2_SIGNATURE)); |
153 | 0 | psInfo->sTI.pszClassName = "GDALTPSTransformer"; |
154 | 0 | psInfo->sTI.pfnTransform = GDALTPSTransform; |
155 | 0 | psInfo->sTI.pfnCleanup = GDALDestroyTPSTransformer; |
156 | 0 | psInfo->sTI.pfnSerialize = GDALSerializeTPSTransformer; |
157 | 0 | psInfo->sTI.pfnCreateSimilar = GDALCreateSimilarTPSTransformer; |
158 | | |
159 | | /* -------------------------------------------------------------------- */ |
160 | | /* Attach (non-redundant) points to the transformation. */ |
161 | | /* -------------------------------------------------------------------- */ |
162 | 0 | std::map<std::pair<double, double>, int> oMapPixelLineToIdx; |
163 | 0 | std::map<std::pair<double, double>, int> oMapXYToIdx; |
164 | 0 | for (int iGCP = 0; iGCP < nGCPCount; iGCP++) |
165 | 0 | { |
166 | 0 | const double afPL[2] = {pasGCPList[iGCP].dfGCPPixel, |
167 | 0 | pasGCPList[iGCP].dfGCPLine}; |
168 | 0 | const double afXY[2] = {pasGCPList[iGCP].dfGCPX, |
169 | 0 | pasGCPList[iGCP].dfGCPY}; |
170 | |
|
171 | 0 | std::map<std::pair<double, double>, int>::iterator oIter( |
172 | 0 | oMapPixelLineToIdx.find( |
173 | 0 | std::pair<double, double>(afPL[0], afPL[1]))); |
174 | 0 | if (oIter != oMapPixelLineToIdx.end()) |
175 | 0 | { |
176 | 0 | if (afXY[0] == pasGCPList[oIter->second].dfGCPX && |
177 | 0 | afXY[1] == pasGCPList[oIter->second].dfGCPY) |
178 | 0 | { |
179 | 0 | continue; |
180 | 0 | } |
181 | 0 | else |
182 | 0 | { |
183 | 0 | CPLError(CE_Warning, CPLE_AppDefined, |
184 | 0 | "GCP %d and %d have same (pixel,line)=(%f,%f), " |
185 | 0 | "but different (X,Y): (%f,%f) vs (%f,%f)", |
186 | 0 | iGCP + 1, oIter->second, afPL[0], afPL[1], afXY[0], |
187 | 0 | afXY[1], pasGCPList[oIter->second].dfGCPX, |
188 | 0 | pasGCPList[oIter->second].dfGCPY); |
189 | 0 | } |
190 | 0 | } |
191 | 0 | else |
192 | 0 | { |
193 | 0 | oMapPixelLineToIdx[std::pair<double, double>(afPL[0], afPL[1])] = |
194 | 0 | iGCP; |
195 | 0 | } |
196 | | |
197 | 0 | oIter = oMapXYToIdx.find(std::pair<double, double>(afXY[0], afXY[1])); |
198 | 0 | if (oIter != oMapXYToIdx.end()) |
199 | 0 | { |
200 | 0 | CPLError(CE_Warning, CPLE_AppDefined, |
201 | 0 | "GCP %d and %d have same (x,y)=(%f,%f), " |
202 | 0 | "but different (pixel,line): (%f,%f) vs (%f,%f)", |
203 | 0 | iGCP + 1, oIter->second, afXY[0], afXY[1], afPL[0], |
204 | 0 | afPL[1], pasGCPList[oIter->second].dfGCPPixel, |
205 | 0 | pasGCPList[oIter->second].dfGCPLine); |
206 | 0 | } |
207 | 0 | else |
208 | 0 | { |
209 | 0 | oMapXYToIdx[std::pair<double, double>(afXY[0], afXY[1])] = iGCP; |
210 | 0 | } |
211 | |
|
212 | 0 | bool bOK = true; |
213 | 0 | if (bReversed) |
214 | 0 | { |
215 | 0 | bOK &= psInfo->poReverse->add_point(afPL[0], afPL[1], afXY); |
216 | 0 | bOK &= psInfo->poForward->add_point(afXY[0], afXY[1], afPL); |
217 | 0 | } |
218 | 0 | else |
219 | 0 | { |
220 | 0 | bOK &= psInfo->poForward->add_point(afPL[0], afPL[1], afXY); |
221 | 0 | bOK &= psInfo->poReverse->add_point(afXY[0], afXY[1], afPL); |
222 | 0 | } |
223 | 0 | if (!bOK) |
224 | 0 | { |
225 | 0 | GDALDestroyTPSTransformer(psInfo); |
226 | 0 | return nullptr; |
227 | 0 | } |
228 | 0 | } |
229 | | |
230 | 0 | psInfo->nRefCount = 1; |
231 | |
|
232 | 0 | psInfo->dfSrcApproxErrorReverse = CPLAtof( |
233 | 0 | CSLFetchNameValueDef(papszOptions, "SRC_APPROX_ERROR_IN_PIXEL", "0")); |
234 | |
|
235 | 0 | int nThreads = 1; |
236 | 0 | if (nGCPCount > 100) |
237 | 0 | { |
238 | 0 | const char *pszWarpThreads = |
239 | 0 | CSLFetchNameValue(papszOptions, "NUM_THREADS"); |
240 | 0 | if (pszWarpThreads == nullptr) |
241 | 0 | pszWarpThreads = CPLGetConfigOption("GDAL_NUM_THREADS", "1"); |
242 | 0 | if (EQUAL(pszWarpThreads, "ALL_CPUS")) |
243 | 0 | nThreads = CPLGetNumCPUs(); |
244 | 0 | else |
245 | 0 | nThreads = atoi(pszWarpThreads); |
246 | 0 | } |
247 | |
|
248 | 0 | if (nThreads > 1) |
249 | 0 | { |
250 | | // Compute direct and reverse transforms in parallel. |
251 | 0 | CPLJoinableThread *hThread = |
252 | 0 | CPLCreateJoinableThread(GDALTPSComputeForwardInThread, psInfo); |
253 | 0 | psInfo->bReverseSolved = psInfo->poReverse->solve() != 0; |
254 | 0 | if (hThread != nullptr) |
255 | 0 | CPLJoinThread(hThread); |
256 | 0 | else |
257 | 0 | psInfo->bForwardSolved = psInfo->poForward->solve() != 0; |
258 | 0 | } |
259 | 0 | else |
260 | 0 | { |
261 | 0 | psInfo->bForwardSolved = psInfo->poForward->solve() != 0; |
262 | 0 | psInfo->bReverseSolved = psInfo->poReverse->solve() != 0; |
263 | 0 | } |
264 | |
|
265 | 0 | if (!psInfo->bForwardSolved || !psInfo->bReverseSolved) |
266 | 0 | { |
267 | 0 | GDALDestroyTPSTransformer(psInfo); |
268 | 0 | return nullptr; |
269 | 0 | } |
270 | | |
271 | 0 | return psInfo; |
272 | 0 | } |
273 | | |
274 | | /************************************************************************/ |
275 | | /* GDALDestroyTPSTransformer() */ |
276 | | /************************************************************************/ |
277 | | |
278 | | /** |
279 | | * Destroy TPS transformer. |
280 | | * |
281 | | * This function is used to destroy information about a GCP based |
282 | | * polynomial transformation created with GDALCreateTPSTransformer(). |
283 | | * |
284 | | * @param pTransformArg the transform arg previously returned by |
285 | | * GDALCreateTPSTransformer(). |
286 | | */ |
287 | | |
288 | | void GDALDestroyTPSTransformer(void *pTransformArg) |
289 | | |
290 | 0 | { |
291 | 0 | if (pTransformArg == nullptr) |
292 | 0 | return; |
293 | | |
294 | 0 | TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pTransformArg); |
295 | |
|
296 | 0 | if (CPLAtomicDec(&(psInfo->nRefCount)) == 0) |
297 | 0 | { |
298 | 0 | delete psInfo->poForward; |
299 | 0 | delete psInfo->poReverse; |
300 | |
|
301 | 0 | delete psInfo; |
302 | 0 | } |
303 | 0 | } |
304 | | |
305 | | /************************************************************************/ |
306 | | /* GDALTPSTransform() */ |
307 | | /************************************************************************/ |
308 | | |
309 | | /** |
310 | | * Transforms point based on GCP derived polynomial model. |
311 | | * |
312 | | * This function matches the GDALTransformerFunc signature, and can be |
313 | | * used to transform one or more points from pixel/line coordinates to |
314 | | * georeferenced coordinates (SrcToDst) or vice versa (DstToSrc). |
315 | | * |
316 | | * @param pTransformArg return value from GDALCreateTPSTransformer(). |
317 | | * @param bDstToSrc TRUE if transformation is from the destination |
318 | | * (georeferenced) coordinates to pixel/line or FALSE when transforming |
319 | | * from pixel/line to georeferenced coordinates. |
320 | | * @param nPointCount the number of values in the x, y and z arrays. |
321 | | * @param x array containing the X values to be transformed. |
322 | | * @param y array containing the Y values to be transformed. |
323 | | * @param z array containing the Z values to be transformed. |
324 | | * @param panSuccess array in which a flag indicating success (TRUE) or |
325 | | * failure (FALSE) of the transformation are placed. |
326 | | * |
327 | | * @return TRUE if all points have been successfully transformed. |
328 | | */ |
329 | | |
330 | | int GDALTPSTransform(void *pTransformArg, int bDstToSrc, int nPointCount, |
331 | | double *x, double *y, CPL_UNUSED double *z, |
332 | | int *panSuccess) |
333 | 0 | { |
334 | 0 | VALIDATE_POINTER1(pTransformArg, "GDALTPSTransform", 0); |
335 | | |
336 | 0 | TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pTransformArg); |
337 | |
|
338 | 0 | for (int i = 0; i < nPointCount; i++) |
339 | 0 | { |
340 | 0 | double xy_out[2] = {0.0, 0.0}; |
341 | |
|
342 | 0 | if (bDstToSrc) |
343 | 0 | { |
344 | | // Compute initial guess |
345 | 0 | psInfo->poReverse->get_point(x[i], y[i], xy_out); |
346 | |
|
347 | 0 | const auto ForwardTransformer = [](double xIn, double yIn, |
348 | 0 | double &xOut, double &yOut, |
349 | 0 | void *pUserData) |
350 | 0 | { |
351 | 0 | double xyOut[2] = {0.0, 0.0}; |
352 | 0 | TPSTransformInfo *l_psInfo = |
353 | 0 | static_cast<TPSTransformInfo *>(pUserData); |
354 | 0 | l_psInfo->poForward->get_point(xIn, yIn, xyOut); |
355 | 0 | xOut = xyOut[0]; |
356 | 0 | yOut = xyOut[1]; |
357 | 0 | return true; |
358 | 0 | }; |
359 | | |
360 | | // Refine the initial guess |
361 | 0 | GDALGenericInverse2D( |
362 | 0 | x[i], y[i], xy_out[0], xy_out[1], ForwardTransformer, psInfo, |
363 | 0 | xy_out[0], xy_out[1], |
364 | 0 | /* computeJacobianMatrixOnlyAtFirstIter = */ true, |
365 | 0 | /* toleranceOnOutputCoordinates = */ 0, |
366 | 0 | psInfo->dfSrcApproxErrorReverse); |
367 | 0 | x[i] = xy_out[0]; |
368 | 0 | y[i] = xy_out[1]; |
369 | 0 | } |
370 | 0 | else |
371 | 0 | { |
372 | 0 | psInfo->poForward->get_point(x[i], y[i], xy_out); |
373 | 0 | x[i] = xy_out[0]; |
374 | 0 | y[i] = xy_out[1]; |
375 | 0 | } |
376 | 0 | panSuccess[i] = TRUE; |
377 | 0 | } |
378 | |
|
379 | 0 | return TRUE; |
380 | 0 | } |
381 | | |
382 | | /************************************************************************/ |
383 | | /* GDALSerializeTPSTransformer() */ |
384 | | /************************************************************************/ |
385 | | |
386 | | CPLXMLNode *GDALSerializeTPSTransformer(void *pTransformArg) |
387 | | |
388 | 0 | { |
389 | 0 | VALIDATE_POINTER1(pTransformArg, "GDALSerializeTPSTransformer", nullptr); |
390 | | |
391 | 0 | TPSTransformInfo *psInfo = static_cast<TPSTransformInfo *>(pTransformArg); |
392 | |
|
393 | 0 | CPLXMLNode *psTree = |
394 | 0 | CPLCreateXMLNode(nullptr, CXT_Element, "TPSTransformer"); |
395 | | |
396 | | /* -------------------------------------------------------------------- */ |
397 | | /* Serialize bReversed. */ |
398 | | /* -------------------------------------------------------------------- */ |
399 | 0 | CPLCreateXMLElementAndValue( |
400 | 0 | psTree, "Reversed", |
401 | 0 | CPLString().Printf("%d", static_cast<int>(psInfo->bReversed))); |
402 | | |
403 | | /* -------------------------------------------------------------------- */ |
404 | | /* Attach GCP List. */ |
405 | | /* -------------------------------------------------------------------- */ |
406 | 0 | if (!psInfo->asGCPs.empty()) |
407 | 0 | { |
408 | 0 | GDALSerializeGCPListToXML(psTree, psInfo->asGCPs, nullptr); |
409 | 0 | } |
410 | |
|
411 | 0 | if (psInfo->dfSrcApproxErrorReverse > 0) |
412 | 0 | { |
413 | 0 | CPLCreateXMLElementAndValue( |
414 | 0 | psTree, "SrcApproxErrorInPixel", |
415 | 0 | CPLString().Printf("%g", psInfo->dfSrcApproxErrorReverse)); |
416 | 0 | } |
417 | |
|
418 | 0 | return psTree; |
419 | 0 | } |
420 | | |
421 | | /************************************************************************/ |
422 | | /* GDALDeserializeTPSTransformer() */ |
423 | | /************************************************************************/ |
424 | | |
425 | | void *GDALDeserializeTPSTransformer(CPLXMLNode *psTree) |
426 | | |
427 | 0 | { |
428 | | /* -------------------------------------------------------------------- */ |
429 | | /* Check for GCPs. */ |
430 | | /* -------------------------------------------------------------------- */ |
431 | 0 | CPLXMLNode *psGCPList = CPLGetXMLNode(psTree, "GCPList"); |
432 | |
|
433 | 0 | std::vector<gdal::GCP> asGCPs; |
434 | 0 | if (psGCPList != nullptr) |
435 | 0 | { |
436 | 0 | GDALDeserializeGCPListFromXML(psGCPList, asGCPs, nullptr); |
437 | 0 | } |
438 | | |
439 | | /* -------------------------------------------------------------------- */ |
440 | | /* Get other flags. */ |
441 | | /* -------------------------------------------------------------------- */ |
442 | 0 | const int bReversed = atoi(CPLGetXMLValue(psTree, "Reversed", "0")); |
443 | |
|
444 | 0 | CPLStringList aosOptions; |
445 | 0 | aosOptions.SetNameValue( |
446 | 0 | "SRC_APPROX_ERROR_IN_PIXEL", |
447 | 0 | CPLGetXMLValue(psTree, "SrcApproxErrorInPixel", nullptr)); |
448 | | |
449 | | /* -------------------------------------------------------------------- */ |
450 | | /* Generate transformation. */ |
451 | | /* -------------------------------------------------------------------- */ |
452 | 0 | void *pResult = GDALCreateTPSTransformerInt(static_cast<int>(asGCPs.size()), |
453 | 0 | gdal::GCP::c_ptr(asGCPs), |
454 | 0 | bReversed, aosOptions.List()); |
455 | |
|
456 | 0 | return pResult; |
457 | 0 | } |