From 833f8d16fab5e57c5e800a55fa0fb08c7a31c3b1 Mon Sep 17 00:00:00 2001 From: Fedor Morozov Date: Mon, 26 Aug 2013 15:23:37 +0400 Subject: [PATCH] Robertson and tutorial --- doc/tutorials/images/photo.png | Bin 0 -> 494405 bytes .../photo/hdr_imaging/hdr_imaging.rst | 132 ++++++++++++++++++ .../photo/hdr_imaging/images/fusion.png | Bin 0 -> 703553 bytes .../photo/hdr_imaging/images/ldr.png | Bin 0 -> 573358 bytes .../photo/hdr_imaging/images/memorial.png | Bin 0 -> 501484 bytes .../table_of_content_photo/images/hdr.png | Bin 0 -> 617873 bytes .../table_of_content_photo.rst | 36 +++++ doc/tutorials/tutorials.rst | 17 ++- modules/photo/include/opencv2/photo.hpp | 24 ++++ modules/photo/src/calibrate.cpp | 117 ++++++++++++++++ modules/photo/src/hdr_common.cpp | 12 ++ modules/photo/src/hdr_common.hpp | 2 + modules/photo/src/merge.cpp | 70 ++++++++++ .../photo/hdr_imaging/hdr_imaging.cpp | 51 +++++++ 14 files changed, 460 insertions(+), 1 deletion(-) create mode 100644 doc/tutorials/images/photo.png create mode 100644 doc/tutorials/photo/hdr_imaging/hdr_imaging.rst create mode 100644 doc/tutorials/photo/hdr_imaging/images/fusion.png create mode 100644 doc/tutorials/photo/hdr_imaging/images/ldr.png create mode 100644 doc/tutorials/photo/hdr_imaging/images/memorial.png create mode 100644 doc/tutorials/photo/table_of_content_photo/images/hdr.png create mode 100644 doc/tutorials/photo/table_of_content_photo/table_of_content_photo.rst create mode 100644 samples/cpp/tutorial_code/photo/hdr_imaging/hdr_imaging.cpp diff --git a/doc/tutorials/images/photo.png b/doc/tutorials/images/photo.png new file mode 100644 index 0000000000000000000000000000000000000000..3e8668734a753364bbf5f5f5390d46e11c75f907 GIT binary patch literal 494405 zcmX_{dpy(s8}~mGqNvu9h`uu_9hk`>#|l|0!iX9b*1;*qVNOX}CA3nOW2I;qr8&(| z%EF?^aXyn4liB7Fb9R6F-H-eJi^l_x*=O(Tx?b1w^?KiRICDaA-OhCY04QQ?tsDVB z3i?(Gko)(Axbt`k0PF@ZR!5y9VEP}ZSCGmuO4jJQ_K#i8X1doBGB-mwk1MKW%uKk2j; z#q44|q&F$~9{gfuTf9Akja- 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lighting conditions varying by ten orders of magnitude. When we take photographs bright regions may be overexposed and dark ones may be on the other hand underexposed so we can't capture the whole scene in a single exposure. HDR imaging works with images that use more that 8 bits per channel (usually 32-bit float values), allowing any dynamic range. + +There are different ways to obtain HDR images but the most common one is to use photographs of the scene taken with different exposure values. To combine the exposures it is useful to know your camera's response function and there are algorithms to estimate it. After the HDR image has been constructed it has to be converted back to 8-bit to view it on regular displays. This process is called tonemapping. Additional complexities arise when objects of the scene or camera move between shots. + +In this tutorial we show how to make and display HDR image provided we have exposure sequence. In our case images are already aligned and there are no moving objects. We also demonstrate an alternative approach called exposure fusion that produces low dynamic range image. Each step of this pipeline can be made using different algorithms so take a look at the reference manual to find them all. + +Exposure sequence +------------------ + +.. image:: images/memorial.png + :height: 357pt + :width: 242pt + :alt: Exposure sequence + :align: center + +Source Code +=========== + +.. literalinclude:: ../../../../samples/cpp/tutorial_code/photo/hdr_imaging/hdr_imaging.cpp + :language: cpp + :linenos: + :tab-width: 4 + +Explanation +=========== + +1. **Load images and exposure times** + + .. code-block:: cpp + + vector images; + vector times; + loadExposureSeq(argv[1], images, times); + + First we load input images and exposure times from user-defined destination. The folder should contain images and *list.txt* - file that contains file names and inverse exposure times. + + For our image sequence the list looks like this: + + .. code-block:: none + + memorial00.png 0.03125 + memorial01.png 0.0625 + ... + memorial15.png 1024 + +2. **Estimate camera response** + + .. code-block:: cpp + + Mat response; + Ptr calibrate = createCalibrateDebevec(); + calibrate->process(images, response, times); + + It is necessary to know camera response function for most HDR construction algorithms. + + We use one of calibration algorithms to estimate inverse CRF for all 256 pixel values. + +3. **Make HDR image** + + .. code-block:: cpp + + Mat hdr; + Ptr merge_debevec = createMergeDebevec(); + merge_debevec->process(images, hdr, times, response); + + We use Debevec's weighting scheme to construct HDR image using response calculated in the previous item. + +4. **Tonemap HDR image** + + .. code-block:: cpp + + Mat ldr; + Ptr tonemap = createTonemapDurand(2.2f); + tonemap->process(hdr, ldr); + + Since we want to see our results on common LDR display we have to map our HDR image to 8-bit range preserving most details. + + That is what tonemapping algorithms are for. We use bilateral filtering tonemapper and set 2.2 as value for gamma correction. + +5. **Perform exposure fusion** + + .. code-block:: cpp + + Mat fusion; + Ptr merge_mertens = createMergeMertens(); + merge_mertens->process(images, fusion); + + There is an alternative way to merge our exposures in case we don't need HDR image. + + This process is called exposure fusion and produces LDR image that doesn't require gamma correction. It also doesn't use exposure values of the photographs. + +6. **Write results** + + .. code-block:: cpp + + imwrite("fusion.png", fusion * 255); + imwrite("ldr.png", ldr * 255); + imwrite("hdr.hdr", hdr); + + Now it's time to view the results. + + Note that HDR image can't be stored in one of common image formats, so we save it as Radiance image (.hdr). + + Also all HDR imaging functions return results in [0, 1] range so we multiply them by 255. + +Results +======= + +Tonemapped image +------------------ + +.. image:: images/ldr.png + :height: 357pt + :width: 242pt + :alt: Tonemapped image + :align: center + +Exposure fusion +------------------ + +.. image:: images/fusion.png + :height: 357pt + :width: 242pt + :alt: Exposure fusion + :align: center diff --git a/doc/tutorials/photo/hdr_imaging/images/fusion.png b/doc/tutorials/photo/hdr_imaging/images/fusion.png new file mode 100644 index 0000000000000000000000000000000000000000..40be9c0769cad2fffaeb6c5bac467e5d83ff04e7 GIT binary patch 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Computational photography +----------------------------------------------------------- + +Use OpenCV for advanced photo processing. + +.. include:: ../../definitions/tocDefinitions.rst + ++ + .. tabularcolumns:: m{100pt} m{300pt} + .. cssclass:: toctableopencv + + ============ ============================================== + |HDR| **Title:** :ref:`hdrimaging` + + *Compatibility:* TBA + + *Author:* Fedor Morozov + + Learn how to create and process high dynamic range images. + + ============ ============================================== + + .. |HDR| image:: images/hdr.png + :height: 90pt + :width: 90pt + +.. raw:: latex + + \pagebreak + +.. toctree:: + :hidden: + + ../hdr_imaging/hdr_imaging diff --git a/doc/tutorials/tutorials.rst b/doc/tutorials/tutorials.rst index cbc51c1956..1e04509f44 100644 --- a/doc/tutorials/tutorials.rst +++ b/doc/tutorials/tutorials.rst @@ -132,7 +132,7 @@ As always, we would be happy to hear your comments and receive your contribution .. cssclass:: toctableopencv =========== ======================================================= - |ml| Use the powerfull machine learning classes for statistical classification, regression and clustering of data. + |ml| Use the powerful machine learning classes for statistical classification, regression and clustering of data. =========== ======================================================= @@ -141,6 +141,21 @@ As always, we would be happy to hear your comments and receive your contribution :width: 80pt :alt: ml Icon +* :ref:`Table-Of-Content-Photo` + + .. tabularcolumns:: m{100pt} m{300pt} + .. cssclass:: toctableopencv + + =========== ======================================================= + |photo| Use OpenCV for advanced photo processing. + + =========== ======================================================= + + .. |photo| image:: images/photo.png + :height: 80pt + :width: 80pt + :alt: photo Icon + * :ref:`Table-Of-Content-GPU` .. tabularcolumns:: m{100pt} m{300pt} diff --git a/modules/photo/include/opencv2/photo.hpp b/modules/photo/include/opencv2/photo.hpp index c3c91b8c23..f96aa4505f 100644 --- a/modules/photo/include/opencv2/photo.hpp +++ b/modules/photo/include/opencv2/photo.hpp @@ -213,6 +213,20 @@ public: CV_EXPORTS_W Ptr createCalibrateDebevec(int samples = 50, float lambda = 10.0f); +// "Dynamic range improvement through multiple exposures", Robertson et al., 1999 + +class CV_EXPORTS_W CalibrateRobertson : public ExposureCalibrate +{ +public: + CV_WRAP virtual int getMaxIter() const = 0; + CV_WRAP virtual void setMaxIter(int max_iter) = 0; + + CV_WRAP virtual float getThreshold() const = 0; + CV_WRAP virtual void setThreshold(float threshold) = 0; +}; + +CV_EXPORTS_W Ptr createCalibrateRobertson(int samples = 50, float lambda = 10.0f); + class CV_EXPORTS_W ExposureMerge : public Algorithm { public: @@ -254,6 +268,16 @@ public: CV_EXPORTS_W Ptr createMergeMertens(float contrast_weight = 1.0f, float saturation_weight = 1.0f, float exposure_weight = 0.0f); +// "Dynamic range improvement through multiple exposures", Robertson et al., 1999 + +class CV_EXPORTS_W MergeRobertson : public ExposureMerge +{ +public: + CV_WRAP virtual void process(InputArrayOfArrays src, OutputArray dst, + const std::vector& times, InputArray response) = 0; + CV_WRAP virtual void process(InputArrayOfArrays src, OutputArray dst, const std::vector& times) = 0; +}; + } // cv #endif diff --git a/modules/photo/src/calibrate.cpp b/modules/photo/src/calibrate.cpp index c8c51cb5f7..ab21a8603c 100644 --- a/modules/photo/src/calibrate.cpp +++ b/modules/photo/src/calibrate.cpp @@ -150,4 +150,121 @@ Ptr createCalibrateDebevec(int samples, float lambda) return new CalibrateDebevecImpl(samples, lambda); } +class CalibrateRobertsonImpl : public CalibrateRobertson +{ +public: + CalibrateRobertsonImpl(int max_iter, float threshold) : + max_iter(max_iter), + threshold(threshold), + name("CalibrateRobertson"), + weight(RobertsonWeights()) + { + } + + void process(InputArrayOfArrays src, OutputArray dst, std::vector& times) + { + std::vector images; + src.getMatVector(images); + + CV_Assert(images.size() == times.size()); + checkImageDimensions(images); + CV_Assert(images[0].depth() == CV_8U); + + int channels = images[0].channels(); + int CV_32FCC = CV_MAKETYPE(CV_32F, channels); + + dst.create(256, 1, CV_32FCC); + Mat response = dst.getMat(); + + response = Mat::zeros(256, 1, CV_32FCC); + for(int i = 0; i < 256; i++) { + for(int c = 0; c < channels; c++) { + response.at(i)[c] = i / 128.0; + } + } + + Mat card = Mat::zeros(256, 1, CV_32FCC); + for(int i = 0; i < images.size(); i++) { + uchar *ptr = images[i].ptr(); + for(int pos = 0; pos < images[i].total(); pos++) { + for(int c = 0; c < channels; c++, ptr++) { + card.at(*ptr)[c] += 1; + } + } + } + card = 1.0 / card; + + for(int iter = 0; iter < max_iter; iter++) { + + Scalar channel_err(0, 0, 0); + Mat radiance = Mat::zeros(images[0].size(), CV_32FCC); + Mat wsum = Mat::zeros(images[0].size(), CV_32FCC); + for(int i = 0; i < images.size(); i++) { + Mat im, w; + LUT(images[i], weight, w); + LUT(images[i], response, im); + + Mat err_mat; + pow(im - times[i] * radiance, 2.0f, err_mat); + err_mat = w.mul(err_mat); + channel_err += sum(err_mat); + + radiance += times[i] * w.mul(im); + wsum += pow(times[i], 2) * w; + } + float err = (channel_err[0] + channel_err[1] + channel_err[2]) / (channels * radiance.total()); + radiance = radiance.mul(1 / wsum); + + float* rad_ptr = radiance.ptr(); + response = Mat::zeros(256, 1, CV_32FC3); + for(int i = 0; i < images.size(); i++) { + uchar *ptr = images[i].ptr(); + for(int pos = 0; pos < images[i].total(); pos++) { + for(int c = 0; c < channels; c++, ptr++, rad_ptr++) { + response.at(*ptr)[c] += times[i] * *rad_ptr; + } + } + } + response = response.mul(card); + for(int c = 0; c < 3; c++) { + for(int i = 0; i < 256; i++) { + response.at(i)[c] /= response.at(128)[c]; + } + } + } + } + + int getMaxIter() const { return max_iter; } + void setMaxIter(int val) { max_iter = val; } + + float getThreshold() const { return threshold; } + void setThreshold(float val) { threshold = val; } + + void write(FileStorage& fs) const + { + fs << "name" << name + << "max_iter" << max_iter + << "threshold" << threshold; + } + + void read(const FileNode& fn) + { + FileNode n = fn["name"]; + CV_Assert(n.isString() && String(n) == name); + max_iter = fn["max_iter"]; + threshold = fn["threshold"]; + } + +protected: + String name; + int max_iter; + float threshold; + Mat weight; +}; + +Ptr createCalibrateRobertson(int max_iter, float threshold) +{ + return new CalibrateRobertsonImpl(max_iter, threshold); +} + } \ No newline at end of file diff --git a/modules/photo/src/hdr_common.cpp b/modules/photo/src/hdr_common.cpp index 6e58a239e7..80bd87f39f 100644 --- a/modules/photo/src/hdr_common.cpp +++ b/modules/photo/src/hdr_common.cpp @@ -68,6 +68,18 @@ Mat tringleWeights() return w; } +Mat RobertsonWeights() +{ + Mat weight(256, 1, CV_32FC3); + for(int i = 0; i < 256; i++) { + float value = exp(-4.0f * pow(i - 127.5f, 2.0f) / pow(127.5f, 2.0f)); + for(int c = 0; c < 3; c++) { + weight.at(i)[c] = value; + } + } + return weight; +} + void mapLuminance(Mat src, Mat dst, Mat lum, Mat new_lum, float saturation) { std::vector channels(3); diff --git a/modules/photo/src/hdr_common.hpp b/modules/photo/src/hdr_common.hpp index 5aef1f9f0d..191ac63917 100644 --- a/modules/photo/src/hdr_common.hpp +++ b/modules/photo/src/hdr_common.hpp @@ -54,6 +54,8 @@ Mat tringleWeights(); void mapLuminance(Mat src, Mat dst, Mat lum, Mat new_lum, float saturation); +Mat RobertsonWeights(); + }; #endif diff --git a/modules/photo/src/merge.cpp b/modules/photo/src/merge.cpp index 7f45059c18..2cf06c1f39 100644 --- a/modules/photo/src/merge.cpp +++ b/modules/photo/src/merge.cpp @@ -303,4 +303,74 @@ Ptr createMergeMertens(float wcon, float wsat, float wexp) return new MergeMertensImpl(wcon, wsat, wexp); } +class MergeRobertsonImpl : public MergeRobertson +{ +public: + MergeRobertsonImpl() : + name("MergeRobertson"), + weight(RobertsonWeights()) + { + } + + void process(InputArrayOfArrays src, OutputArray dst, const std::vector& times, InputArray input_response) + { + std::vector images; + src.getMatVector(images); + + CV_Assert(images.size() == times.size()); + checkImageDimensions(images); + CV_Assert(images[0].depth() == CV_8U); + + int channels = images[0].channels(); + int CV_32FCC = CV_MAKETYPE(CV_32F, channels); + + dst.create(images[0].size(), CV_32FCC); + Mat result = dst.getMat(); + + Mat response = input_response.getMat(); + if(response.empty()) { + response = linearResponse(channels); + } + CV_Assert(response.rows == 256 && response.cols == 1 && + response.channels() == channels); + + result = Mat::zeros(images[0].size(), CV_32FCC); + Mat wsum = Mat::zeros(images[0].size(), CV_32FCC); + for(size_t i = 0; i < images.size(); i++) { + Mat im, w; + LUT(images[i], weight, w); + LUT(images[i], response, im); + + result += times[i] * w.mul(im); + wsum += pow(times[i], 2) * w; + } + result = result.mul(1 / wsum); + } + + void process(InputArrayOfArrays src, OutputArray dst, const std::vector& times) + { + process(src, dst, times, Mat()); + } + +protected: + String name; + Mat weight; + + Mat linearResponse(int channels) + { + Mat response = Mat::zeros(256, 1, CV_32FC3); + for(int i = 0; i < 256; i++) { + for(int c = 0; c < 3; c++) { + response.at(i)[c] = static_cast(i) / 128.0f; + } + } + return response; + } +}; + +Ptr createMergeRobertson() +{ + return new MergeRobertsonImpl; +} + } diff --git a/samples/cpp/tutorial_code/photo/hdr_imaging/hdr_imaging.cpp b/samples/cpp/tutorial_code/photo/hdr_imaging/hdr_imaging.cpp new file mode 100644 index 0000000000..e16f6d48fe --- /dev/null +++ b/samples/cpp/tutorial_code/photo/hdr_imaging/hdr_imaging.cpp @@ -0,0 +1,51 @@ +#include +#include +#include +#include +#include + +using namespace cv; +using namespace std; + +void loadExposureSeq(String path, vector& images, vector& times) +{ + path += "/"; + ifstream list_file((path + "list.txt").c_str()); + string name; + float val; + while(list_file >> name >> val) { + Mat img = imread(path + name); + images.push_back(img); + times.push_back(1 / val); + } + list_file.close(); +} + +int main(int argc, char**argv) +{ + vector images; + vector times; + loadExposureSeq(argv[1], images, times); + + Mat response; + Ptr calibrate = createCalibrateDebevec(); + calibrate->process(images, response, times); + + Mat hdr; + Ptr merge_debevec = createMergeDebevec(); + merge_debevec->process(images, hdr, times, response); + + Mat ldr; + Ptr tonemap = createTonemapDurand(2.2f); + tonemap->process(hdr, ldr); + + Mat fusion; + Ptr merge_mertens = createMergeMertens(); + merge_mertens->process(images, fusion); + + imwrite("fusion.png", fusion * 255); + imwrite("ldr.png", ldr * 255); + imwrite("hdr.hdr", hdr); + + return 0; +} \ No newline at end of file

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