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@ -379,27 +379,95 @@ std::pair<double, double> merge::getNoiseParams( int ISO, \
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double lambda_shot, lambda_read;
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std::tie(lambda_shot, lambda_read) = burst_images.bayer_images[burst_images.reference_image_idx].get_noise_params();
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// Obtain tiles
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cv::Mat reference_image = burst_images.grayscale_images_pad[0];
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// Obtain Reference tiles
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cv::Mat reference_image = burst_images.grayscale_images_pad[burst_images.reference_image_idx];
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std::vector<cv::Mat> reference_tiles = getReferenceTiles(reference_image);
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// Temporal Denoising
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// Spatial Denoising
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// Process tiles through 2D cosine window
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std::vector<cv::Mat> windowed_tiles;
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for (auto tile : reference_tiles) {
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windowed_tiles.push_back(cosineWindow2D(tile));
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}
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// Merge tiles
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cv::Mat merged = mergeTiles(windowed_tiles, reference_image.rows, reference_image.cols);
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// cv::Mat outputImg = reference_image.clone();
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// cv::cvtColor(outputImg, outputImg, cv::COLOR_GRAY2RGB);
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// cv::imwrite("ref.jpg", outputImg);
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// cv::Mat outputImg1 = reference_tiles[0].clone();
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// cv::Mat outputImg1 = cosineWindow2D(reference_tiles[0].clone());
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// cv::Mat outputImg1 = cat2Dtiles(tiles_2D);
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// cv::cvtColor(outputImg1, outputImg1, cv::COLOR_GRAY2RGB);
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// cv::imwrite("tile0.jpg", outputImg1);
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}
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std::vector<cv::Mat> merge::getReferenceTiles(cv::Mat reference_image) {
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std::vector<cv::Mat> reference_tiles;
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for (int y = 0; y < reference_image.rows - 8; y += 8) {
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for (int x = 0; x < reference_image.cols - 8; x += 8) {
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cv::Mat tile = reference_image(cv::Rect(x, y, 16, 16));
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for (int y = 0; y < reference_image.rows - offset; y += offset) {
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for (int x = 0; x < reference_image.cols - offset; x += offset) {
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cv::Mat tile = reference_image(cv::Rect(x, y, TILE_SIZE, TILE_SIZE));
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reference_tiles.push_back(tile);
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}
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}
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return reference_tiles;
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}
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cv::Mat merge::mergeTiles(std::vector<cv::Mat> tiles, int num_rows, int num_cols){
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// 1. get all four subsets: original (evenly split), horizontal overlapped,
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// vertical overlapped, 2D overlapped
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std::vector<std::vector<cv::Mat>> tiles_original;
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for (int y = 0; y < num_rows / offset - 1; y += 2) {
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std::vector<cv::Mat> row;
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for (int x = 0; x < num_cols / offset - 1; x += 2) {
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row.push_back(tiles[y * (num_cols / offset - 1) + x]);
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}
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tiles_original.push_back(row);
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}
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std::vector<std::vector<cv::Mat>> tiles_horizontal;
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for (int y = 0; y < num_rows / offset - 1; y += 2) {
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std::vector<cv::Mat> row;
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for (int x = 1; x < num_cols / offset - 1; x += 2) {
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row.push_back(tiles[y * (num_cols / offset - 1) + x]);
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}
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tiles_horizontal.push_back(row);
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}
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std::vector<std::vector<cv::Mat>> tiles_vertical;
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for (int y = 1; y < num_rows / offset - 1; y += 2) {
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std::vector<cv::Mat> row;
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for (int x = 0; x < num_cols / offset - 1; x += 2) {
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row.push_back(tiles[y * (num_cols / offset - 1) + x]);
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}
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tiles_vertical.push_back(row);
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}
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std::vector<std::vector<cv::Mat>> tiles_2d;
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for (int y = 1; y < num_rows / offset - 1; y += 2) {
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std::vector<cv::Mat> row;
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for (int x = 1; x < num_cols / offset - 1; x += 2) {
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row.push_back(tiles[y * (num_cols / offset - 1) + x]);
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}
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tiles_2d.push_back(row);
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}
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// 2. Concatenate the four subsets
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cv::Mat img_original = cat2Dtiles(tiles_original);
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cv::Mat img_horizontal = cat2Dtiles(tiles_horizontal);
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cv::Mat img_vertical = cat2Dtiles(tiles_vertical);
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cv::Mat img_2d = cat2Dtiles(tiles_2d);
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// 3. Add the four subsets together
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img_original(cv::Rect(offset, 0, num_cols - TILE_SIZE, num_rows)) += img_horizontal;
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img_original(cv::Rect(0, offset, num_cols, num_rows - TILE_SIZE)) += img_vertical;
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img_original(cv::Rect(offset, offset, num_cols - TILE_SIZE, num_rows - TILE_SIZE)) += img_2d;
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return img_original;
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}
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} // namespace hdrplus
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