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mne_forward_solution.h
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1//=============================================================================================================
22
23#ifndef MNE_FORWARD_SOLUTION_H
24#define MNE_FORWARD_SOLUTION_H
25
26//=============================================================================================================
27// INCLUDES
28//=============================================================================================================
29
30#include "mne_global.h"
31
33
34#include <math/kmeans.h>
35
36#include <fs/fs_annotationset.h>
37
38#include <fiff/fiff_constants.h>
40#include <fiff/fiff_types.h>
41#include <fiff/fiff_info_base.h>
42#include <fiff/fiff_cov.h>
43
44#include <math.h>
45#include <memory>
46
47//=============================================================================================================
48// EIGEN INCLUDES
49//=============================================================================================================
50
51#include <Eigen/Core>
52
53//=============================================================================================================
54// QT INCLUDES
55//=============================================================================================================
56
57#include <QSharedPointer>
58
59//=============================================================================================================
60// DEFINE NAMESPACE MNELIB
61//=============================================================================================================
62
63namespace MNELIB
64{
65
66//=========================================================================================================
73{
74 Eigen::VectorXi roiIdx;
75 Eigen::MatrixXd ctrs;
76 Eigen::VectorXd sumd;
77 Eigen::MatrixXd D;
78
79 qint32 iLabelIdxOut;
80};
81
82//=========================================================================================================
89{
90 Eigen::MatrixXd matRoiG;
91 Eigen::MatrixXd matRoiGWhitened;
93
94 Eigen::MatrixXd matRoiGOrig;
95
96 qint32 nClusters;
97
98 Eigen::VectorXi idcs;
99 qint32 iLabelIdxIn;
100 QString sDistMeasure;
101
103 {
104 QString t_sDistMeasure;
105 if (sDistMeasure.isEmpty())
106 t_sDistMeasure = QString("cityblock");
107 else
108 t_sDistMeasure = sDistMeasure;
109
110 // Kmeans Reduction
111 RegionDataOut p_RegionDataOut;
112
113 UTILSLIB::KMeans t_kMeans(t_sDistMeasure, QString("sample"), 5);
114
115 if (bUseWhitened) {
116 t_kMeans.calculate(this->matRoiGWhitened, this->nClusters, p_RegionDataOut.roiIdx, p_RegionDataOut.ctrs, p_RegionDataOut.sumd, p_RegionDataOut.D);
117
118 // Centroids of the original gain: all channels, not only those the whitener kept
119 Eigen::MatrixXd newCtrs = Eigen::MatrixXd::Zero(p_RegionDataOut.ctrs.rows(), this->matRoiG.cols());
120 for (qint32 c = 0; c < p_RegionDataOut.ctrs.rows(); ++c) {
121 qint32 num = 0;
122
123 for (qint32 idx = 0; idx < p_RegionDataOut.roiIdx.size(); ++idx) {
124 if (c == p_RegionDataOut.roiIdx[idx]) {
125 newCtrs.row(c) += this->matRoiG.row(idx); //just take whitened to get indeces calculate centroids using the original matrix
126 ++num;
127 }
128 }
129
130 if (num > 0)
131 newCtrs.row(c) /= num;
132 }
133 p_RegionDataOut.ctrs = newCtrs; //Replace whitened with original
134 } else
135 t_kMeans.calculate(this->matRoiG, this->nClusters, p_RegionDataOut.roiIdx, p_RegionDataOut.ctrs, p_RegionDataOut.sumd, p_RegionDataOut.D);
136
137 p_RegionDataOut.iLabelIdxOut = this->iLabelIdxIn;
138
139 return p_RegionDataOut;
140 }
141};
142
143const static FIFFLIB::FiffCov defaultCov;
144const static FIFFLIB::FiffInfo defaultInfo;
145static Eigen::MatrixXd defaultD;
146
147//=============================================================================================================
158{
159public:
160 typedef QSharedPointer<MNEForwardSolution> SPtr;
161 typedef QSharedPointer<const MNEForwardSolution> ConstSPtr;
162 typedef std::unique_ptr<MNEForwardSolution> UPtr;
163
164 //=========================================================================================================
169
170 //=========================================================================================================
182 MNEForwardSolution(QIODevice& p_IODevice,
183 bool force_fixed = false,
184 bool surf_ori = false,
185 const QStringList& include = FIFFLIB::defaultQStringList,
186 const QStringList& exclude = FIFFLIB::defaultQStringList,
187 bool bExcludeBads = false);
188
189 //=========================================================================================================
195 MNEForwardSolution(const MNEForwardSolution& p_MNEForwardSolution);
196
197 //=========================================================================================================
206
207 //=========================================================================================================
214
215 //=========================================================================================================
224
225 //=========================================================================================================
230
231 //=========================================================================================================
235 void clear();
236
237 //=========================================================================================================
252 qint32 p_iClusterSize,
253 Eigen::MatrixXd& p_D = defaultD,
254 const FIFFLIB::FiffCov& p_pNoise_cov = defaultCov,
255 const FIFFLIB::FiffInfo& p_pInfo = defaultInfo,
256 QString p_sMethod = "cityblock") const;
257
258 //=========================================================================================================
266 FIFFLIB::FiffCov compute_orient_prior(float loose = 0.2);
267
268 //=========================================================================================================
283 static FIFFLIB::FiffCov compute_depth_prior(const Eigen::MatrixXd& Gain,
284 const FIFFLIB::FiffInfo& gain_info,
285 bool is_fixed_ori,
286 double exp = 0.8,
287 double limit = 10.0,
288 const Eigen::MatrixXd& patch_areas = FIFFLIB::defaultConstMatrixXd,
289 bool limit_depth_chs = false);
290
291 //=========================================================================================================
297 bool isClustered() const;
298
299 //=========================================================================================================
305 inline bool isEmpty() const;
306
307 //=========================================================================================================
313 inline bool isFixedOrient() const;
314
315 //=========================================================================================================
326 MNEForwardSolution pick_channels(const QStringList& include = FIFFLIB::defaultQStringList,
327 const QStringList& exclude = FIFFLIB::defaultQStringList) const;
328
329 //=========================================================================================================
337 MNEForwardSolution pick_regions(const QList<FSLIB::FsLabel>& p_qListLabels) const;
338
339 //=========================================================================================================
353 bool eeg,
354 const QStringList& include = FIFFLIB::defaultQStringList,
355 const QStringList& exclude = FIFFLIB::defaultQStringList) const;
356
357 //=========================================================================================================
370 void prepare_forward(const FIFFLIB::FiffInfo& p_info,
371 const FIFFLIB::FiffCov& p_noise_cov,
372 bool p_pca,
373 FIFFLIB::FiffInfo& p_outFwdInfo,
374 Eigen::MatrixXd& gain,
375 FIFFLIB::FiffCov& p_outNoiseCov,
376 Eigen::MatrixXd& p_outWhitener,
377 qint32& p_outNumNonZero) const;
378
379 //=========================================================================================================
383 Eigen::VectorXi tripletSelection(const Eigen::VectorXi& p_vecIdxSelection) const
384 {
385 Eigen::MatrixXi triSelect = p_vecIdxSelection.transpose().replicate(3, 1).array() * 3; //repmat((p_vecIdxSelection - 1) * 3 + 1, 3, 1);
386 triSelect.row(1).array() += 1;
387 triSelect.row(2).array() += 2;
388 Eigen::VectorXi retTriSelect(triSelect.cols() * 3);
389 for (int i = 0; i < triSelect.cols(); ++i)
390 retTriSelect.block(i * 3, 0, 3, 1) = triSelect.col(i);
391 return retTriSelect;
392 } // tripletSelection
393
394 //=========================================================================================================
410 static bool read(QIODevice& p_IODevice,
412 bool force_fixed = false,
413 bool surf_ori = false,
414 const QStringList& include = FIFFLIB::defaultQStringList,
415 const QStringList& exclude = FIFFLIB::defaultQStringList,
416 bool bExcludeBads = false);
417
418 //=========================================================================================================
432 bool write(QIODevice& p_IODevice) const;
433
434 //=========================================================================================================
443 MNEForwardSolution reduce_forward_solution(qint32 p_iNumDipoles, Eigen::MatrixXd& p_D) const;
444
445 //=========================================================================================================
452 static void restrict_gain_matrix(Eigen::MatrixXd& G, const FIFFLIB::FiffInfo& info);
453
454 //=========================================================================================================
458 void to_fixed_ori();
459
460 //=========================================================================================================
466 void convert_to_surf_ori();
467
468 //=========================================================================================================
477 friend std::ostream& operator<<(std::ostream& out, const MNELIB::MNEForwardSolution& p_MNEForwardSolution);
478
487 friend bool operator==(const MNEForwardSolution& a, const MNEForwardSolution& b);
488
489 //=========================================================================================================
498 Eigen::MatrixX3f getSourcePositionsByLabel(const QList<FSLIB::FsLabel>& lPickedLabels,
499 const FSLIB::FsSurfaceSet& tSurfSetInflated);
500
501private:
502 //=========================================================================================================
514 static bool read_one(FIFFLIB::FiffStream::SPtr& p_pStream,
515 const FIFFLIB::FiffDirNode::SPtr& p_Node,
516 MNEForwardSolution& one);
517
518public:
521 bool surf_ori;
528 QString mri_filename;
531 Eigen::MatrixX3f source_rr;
532 Eigen::MatrixX3f source_nn;
533};
534
535//=============================================================================================================
536// INLINE DEFINITIONS
537//=============================================================================================================
538
540{
541 return this->nchan <= 0;
542}
543
544//=============================================================================================================
545
547{
548 return this->source_ori == FIFFV_MNE_FIXED_ORI;
549}
550
551//=============================================================================================================
552
553inline std::ostream& operator<<(std::ostream& out, const MNELIB::MNEForwardSolution& p_MNEForwardSolution)
554{
555 out << "#### MNE Forward Solution ####\n";
556
557 out << "\n source_ori: " << p_MNEForwardSolution.source_ori << std::endl;
558 out << "\n coord_frame: " << p_MNEForwardSolution.coord_frame << std::endl;
559 out << "\n nsource: " << p_MNEForwardSolution.nsource << std::endl;
560 out << "\n nchan: " << p_MNEForwardSolution.nchan << std::endl;
561 out << "\n sol:\n\t" << *p_MNEForwardSolution.sol.data() << std::endl;
562 out << "\n sol_grad:\n\t" << *p_MNEForwardSolution.sol_grad.data() << std::endl;
563
564 return out;
565}
566
567//=============================================================================================================
568
569inline bool operator==(const MNEForwardSolution& a, const MNEForwardSolution& b)
570{
571 return (a.info == b.info &&
572 a.source_ori == b.source_ori &&
573 a.surf_ori == b.surf_ori &&
574 a.coord_frame == b.coord_frame &&
575 a.nsource == b.nsource &&
576 a.nchan == b.nchan &&
577 *a.sol == *b.sol &&
578 *a.sol_grad == *b.sol_grad &&
579 a.mri_head_t == b.mri_head_t &&
580 a.src == b.src &&
581 a.source_rr.isApprox(b.source_rr, 0.0001f) &&
582 a.source_nn.isApprox(b.source_nn, 0.0001f));
583}
584} // NAMESPACE
585
586#endif // MNE_FORWARD_SOLUTION_H
Symbolic FIFF tag, block, value, unit and channel-type constants shared across FIFFLIB.
#define FIFFV_MNE_FIXED_ORI
4x4 affine FIFF coordinate transform (FIFF_COORD_TRANS) annotated with source/destination coordinate-...
Noise / data covariance matrix as stored under FIFFB_MNE_COV, with channel names, kind,...
Primitive scalar typedefs and forward-compatible aliases backing the FIFF type system.
Minimal measurement-info subset (channel list, sampling rate, basic transforms) shared by FIFF reader...
K-means partitional clustering with multiple distance metrics, initialisations and empty-cluster poli...
Bi-hemispheric pair of FreeSurfer annotations (lh + rh) for one parcellation atlas.
MNELIB shared-library export/import macros and library build metadata.
#define MNESHARED_EXPORT
Definition mne_global.h:40
Container pairing the left and right cortical source spaces of a subject.
Core MNE data structures (source spaces, source estimates, hemispheres).
std::ostream & operator<<(std::ostream &out, const MNELIB::MNEForwardSolution &p_MNEForwardSolution)
bool operator==(const MNEClusterInfo &a, const MNEClusterInfo &b)
qint32 fiff_int_t
Definition fiff_types.h:86
Labelled 4x4 FIFF affine: source frame, destination frame, rotation, translation and cached inverse.
FIFF noise / data covariance: matrix, channel names, kind, applied projectors, bads,...
Definition fiff_cov.h:82
QSharedPointer< FiffDirNode > SPtr
128-bit FIFF identifier: hardware machine ID plus creation time, stamped on every file and block.
Definition fiff_id.h:69
Full FIFF measurement info: per-channel descriptors, sampling and filter setup, projectors,...
Definition fiff_info.h:90
Stripped FIFF measurement info: channel list, sampling rate, device→head transform and bad-channel li...
QSharedDataPointer< FiffNamedMatrix > SDPtr
QSharedPointer< FiffStream > SPtr
Container holding the lh and/or rh FsAnnotation for one parcellation atlas.
Container holding the lh and/or rh FsSurface for one subject and one surface kind.
Lloyd-style K-means clustering with configurable metric, seeding and replicates.
Definition kmeans.h:112
bool calculate(const Eigen::MatrixXd &X, qint32 kClusters, Eigen::VectorXi &idx, Eigen::MatrixXd &C, Eigen::VectorXd &sumD, Eigen::MatrixXd &D)
Output of a cluster-based forward solution computation for a single cortical region.
Input parameters for cluster-based forward solution computation on a single cortical region.
Eigen::MatrixXd matRoiGWhitened
Eigen::MatrixXd matRoiGOrig
RegionDataOut cluster() const
In-memory representation of an -fwd.fif forward solution.
static FIFFLIB::FiffCov compute_depth_prior(const Eigen::MatrixXd &Gain, const FIFFLIB::FiffInfo &gain_info, bool is_fixed_ori, double exp=0.8, double limit=10.0, const Eigen::MatrixXd &patch_areas=FIFFLIB::defaultConstMatrixXd, bool limit_depth_chs=false)
MNELIB::MNESourceSpaces src
MNEForwardSolution cluster_forward_solution(const FSLIB::FsAnnotationSet &p_AnnotationSet, qint32 p_iClusterSize, Eigen::MatrixXd &p_D=defaultD, const FIFFLIB::FiffCov &p_pNoise_cov=defaultCov, const FIFFLIB::FiffInfo &p_pInfo=defaultInfo, QString p_sMethod="cityblock") const
MNEForwardSolution & operator=(const MNEForwardSolution &other)
void prepare_forward(const FIFFLIB::FiffInfo &p_info, const FIFFLIB::FiffCov &p_noise_cov, bool p_pca, FIFFLIB::FiffInfo &p_outFwdInfo, Eigen::MatrixXd &gain, FIFFLIB::FiffCov &p_outNoiseCov, Eigen::MatrixXd &p_outWhitener, qint32 &p_outNumNonZero) const
FIFFLIB::FiffCoordTrans mri_head_t
QSharedPointer< MNEForwardSolution > SPtr
MNEForwardSolution pick_channels(const QStringList &include=FIFFLIB::defaultQStringList, const QStringList &exclude=FIFFLIB::defaultQStringList) const
FIFFLIB::FiffNamedMatrix::SDPtr sol_grad
MNEForwardSolution & operator=(MNEForwardSolution &&other)=default
Eigen::VectorXi tripletSelection(const Eigen::VectorXi &p_vecIdxSelection) const
std::unique_ptr< MNEForwardSolution > UPtr
MNEForwardSolution(MNEForwardSolution &&other)=default
QSharedPointer< const MNEForwardSolution > ConstSPtr
FIFFLIB::FiffCov compute_orient_prior(float loose=0.2)
MNEForwardSolution pick_regions(const QList< FSLIB::FsLabel > &p_qListLabels) const
MNEForwardSolution pick_types(bool meg, bool eeg, const QStringList &include=FIFFLIB::defaultQStringList, const QStringList &exclude=FIFFLIB::defaultQStringList) const
FIFFLIB::FiffNamedMatrix::SDPtr sol
List of MNESourceSpace objects forming a subject source space.