| /* |
| * cv_feature_match.cpp - optical flow feature match |
| * |
| * Copyright (c) 2016-2017 Intel Corporation |
| * |
| * Licensed under the Apache License, Version 2.0 (the "License"); |
| * you may not use this file except in compliance with the License. |
| * You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an "AS IS" BASIS, |
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| * |
| * Author: Wind Yuan <feng.yuan@intel.com> |
| * Author: Yinhang Liu <yinhangx.liu@intel.com> |
| */ |
| |
| #include "xcam_obj_debug.h" |
| #include "image_file_handle.h" |
| #include "cv_feature_match.h" |
| #if HAVE_LIBCL |
| #include <opencv2/core/ocl.hpp> |
| #endif |
| |
| #define XCAM_CV_FM_DEBUG 0 |
| #define XCAM_CV_OF_DRAW_SCALE 2 |
| |
| namespace XCam { |
| CVFeatureMatch::CVFeatureMatch () |
| : FeatureMatch () |
| , _dst_width (0) |
| , _need_adjust (false) |
| { |
| xcam_mem_clear (_cl_buf_mem); |
| } |
| |
| CVFeatureMatch::~CVFeatureMatch () |
| { |
| xcam_mem_clear (_cl_buf_mem); |
| } |
| |
| |
| void |
| CVFeatureMatch::set_dst_width (int width) |
| { |
| _dst_width = width; |
| } |
| |
| void |
| CVFeatureMatch::enable_adjust_crop_area () |
| { |
| _need_adjust = true; |
| } |
| |
| void |
| CVFeatureMatch::set_cl_buf_mem (void *mem, BufId id) |
| { |
| #if HAVE_LIBCL |
| XCAM_ASSERT (mem); |
| _cl_buf_mem[id] = mem; |
| #else |
| XCAM_LOG_DEBUG ("non-OpenCL mode, failed to set cl buffer memory"); |
| #endif |
| } |
| |
| bool |
| CVFeatureMatch::get_crop_image_umat ( |
| const SmartPtr<VideoBuffer> &buffer, const Rect &crop_rect, cv::UMat &img, BufId id) |
| { |
| #if HAVE_LIBCL |
| VideoBufferInfo info = buffer->get_video_info (); |
| |
| cv::UMat umat; |
| cv::ocl::convertFromBuffer (_cl_buf_mem[id], info.strides[0], info.height, info.width, CV_8U, umat); |
| if (umat.empty ()) { |
| XCAM_LOG_ERROR ("FeatureMatch(idx:%d): convert bo buffer to UMat failed", _fm_idx); |
| return false; |
| } |
| |
| img = umat (cv::Rect(crop_rect.pos_x, crop_rect.pos_y, crop_rect.width, crop_rect.height)); |
| |
| return true; |
| #else |
| XCAM_LOG_ERROR ("FeatureMatch(idx:%d): non-OpenCL mode, failed to get umat", _fm_idx); |
| return false; |
| #endif |
| } |
| |
| void |
| CVFeatureMatch::add_detected_data ( |
| cv::Mat image, cv::Ptr<cv::Feature2D> detector, std::vector<cv::Point2f> &corners) |
| { |
| std::vector<cv::KeyPoint> keypoints; |
| detector->detect (image, keypoints); |
| corners.reserve (corners.size () + keypoints.size ()); |
| for (size_t i = 0; i < keypoints.size (); ++i) { |
| cv::KeyPoint &kp = keypoints[i]; |
| corners.push_back (kp.pt); |
| } |
| } |
| |
| void |
| CVFeatureMatch::get_valid_offsets ( |
| std::vector<cv::Point2f> &corner0, std::vector<cv::Point2f> &corner1, |
| std::vector<uchar> &status, std::vector<float> &error, |
| std::vector<float> &offsets, float &sum, int &count, |
| cv::Mat debug_img, cv::Size &img0_size) |
| { |
| count = 0; |
| sum = 0.0f; |
| for (uint32_t i = 0; i < status.size (); ++i) { |
| if (!status[i]) |
| continue; |
| |
| #if XCAM_CV_FM_DEBUG |
| cv::Point start = cv::Point(corner0[i]) * XCAM_CV_OF_DRAW_SCALE; |
| cv::circle (debug_img, start, 4, cv::Scalar(255), XCAM_CV_OF_DRAW_SCALE); |
| #endif |
| if (error[i] > _config.max_track_error) |
| continue; |
| if (fabs(corner0[i].y - corner1[i].y) >= _config.max_valid_offset_y) |
| continue; |
| if (corner1[i].x < 0.0f || corner1[i].x > img0_size.width) |
| continue; |
| |
| float offset = corner1[i].x - corner0[i].x; |
| sum += offset; |
| ++count; |
| offsets.push_back (offset); |
| |
| #if XCAM_CV_FM_DEBUG |
| cv::Point end = (cv::Point(corner1[i]) + cv::Point (img0_size.width, 0)) * XCAM_CV_OF_DRAW_SCALE; |
| cv::line (debug_img, start, end, cv::Scalar(255), XCAM_CV_OF_DRAW_SCALE); |
| #else |
| XCAM_UNUSED (debug_img); |
| XCAM_UNUSED (img0_size); |
| #endif |
| } |
| } |
| |
| void |
| CVFeatureMatch::calc_of_match ( |
| cv::Mat image0, cv::Mat image1, std::vector<cv::Point2f> &corner0, std::vector<cv::Point2f> &corner1, |
| std::vector<uchar> &status, std::vector<float> &error) |
| { |
| cv::Mat debug_img; |
| cv::Size img0_size = image0.size (); |
| cv::Size img1_size = image1.size (); |
| XCAM_ASSERT (img0_size.height == img1_size.height); |
| |
| #if XCAM_CV_FM_DEBUG |
| cv::Mat mat; |
| cv::Size size (img0_size.width + img1_size.width, img0_size.height); |
| |
| mat.create (size, image0.type ()); |
| debug_img = cv::Mat (mat); |
| |
| image0.copyTo (mat (cv::Rect(0, 0, img0_size.width, img0_size.height))); |
| image1.copyTo (mat (cv::Rect(img0_size.width, 0, img1_size.width, img1_size.height))); |
| mat.copyTo (debug_img); |
| |
| cv::Size scale_size = size * XCAM_CV_OF_DRAW_SCALE; |
| cv::resize (debug_img, debug_img, scale_size, 0, 0); |
| #endif |
| |
| std::vector<float> offsets; |
| float offset_sum = 0.0f; |
| int count = 0; |
| float mean_offset = 0.0f; |
| float last_mean_offset = _mean_offset; |
| offsets.reserve (corner0.size ()); |
| get_valid_offsets (corner0, corner1, status, error, |
| offsets, offset_sum, count, debug_img, img0_size); |
| #if XCAM_CV_FM_DEBUG |
| XCAM_LOG_INFO ("FeatureMatch(idx:%d): valid offsets:%d", _fm_idx, offsets.size ()); |
| char file_name[256]; |
| std::snprintf (file_name, 256, "fm_optical_flow_%d_%d.jpg", _frame_num, _fm_idx); |
| cv::imwrite (file_name, debug_img); |
| #endif |
| |
| bool ret = get_mean_offset (offsets, offset_sum, count, mean_offset); |
| if (ret) { |
| if (fabs (mean_offset - last_mean_offset) < _config.delta_mean_offset) { |
| _x_offset = _x_offset * _config.offset_factor + mean_offset * (1.0f - _config.offset_factor); |
| |
| if (fabs (_x_offset) > _config.max_adjusted_offset) |
| _x_offset = (_x_offset > 0.0f) ? _config.max_adjusted_offset : (-_config.max_adjusted_offset); |
| } |
| } |
| |
| _valid_count = count; |
| _mean_offset = mean_offset; |
| } |
| |
| void |
| CVFeatureMatch::adjust_crop_area () |
| { |
| if (fabs (_x_offset) < 5.0f) |
| return; |
| |
| XCAM_ASSERT (_dst_width); |
| |
| int last_overlap_width = _right_rect.pos_x + _right_rect.width + |
| (_dst_width - (_left_rect.pos_x + _left_rect.width)); |
| // int final_overlap_width = _right_rect.pos_x + _right_rect.width + |
| // (dst_width - (_left_rect.pos_x - x_offset + _left_rect.width)); |
| if ((_left_rect.pos_x - _x_offset + _left_rect.width) > _dst_width) |
| _x_offset = _dst_width - (_left_rect.pos_x + _left_rect.width); |
| int final_overlap_width = last_overlap_width + _x_offset; |
| final_overlap_width = XCAM_ALIGN_AROUND (final_overlap_width, 8); |
| XCAM_ASSERT (final_overlap_width >= _config.sitch_min_width); |
| int center = final_overlap_width / 2; |
| XCAM_ASSERT (center >= _config.sitch_min_width / 2); |
| |
| _right_rect.pos_x = XCAM_ALIGN_AROUND (center - _config.sitch_min_width / 2, 8); |
| _right_rect.width = _config.sitch_min_width; |
| _left_rect.pos_x = _dst_width - final_overlap_width + _right_rect.pos_x; |
| _left_rect.width = _config.sitch_min_width; |
| |
| float delta_offset = final_overlap_width - last_overlap_width; |
| _x_offset -= delta_offset; |
| } |
| |
| void |
| CVFeatureMatch::detect_and_match (cv::Mat img_left, cv::Mat img_right) |
| { |
| std::vector<float> err; |
| std::vector<uchar> status; |
| std::vector<cv::Point2f> corner_left, corner_right; |
| cv::Ptr<cv::Feature2D> fast_detector; |
| cv::Size win_size = cv::Size (5, 5); |
| |
| fast_detector = cv::FastFeatureDetector::create (20, true); |
| add_detected_data (img_left, fast_detector, corner_left); |
| |
| if (corner_left.empty ()) { |
| return; |
| } |
| |
| cv::calcOpticalFlowPyrLK ( |
| img_left, img_right, corner_left, corner_right, status, err, win_size, 3, |
| cv::TermCriteria (cv::TermCriteria::COUNT + cv::TermCriteria::EPS, 10, 0.01f)); |
| |
| calc_of_match (img_left, img_right, corner_left, corner_right, status, err); |
| |
| if (_need_adjust) |
| adjust_crop_area (); |
| |
| #if XCAM_CV_CAPI_FM_DEBUG |
| XCAM_LOG_INFO ("FeatureMatch(idx:%d): x_offset:%0.2f", _fm_idx, _x_offset); |
| if (_need_adjust) { |
| XCAM_LOG_INFO ( |
| "FeatureMatch(idx:%d): stiching area: left_area(pos_x:%d, width:%d), right_area(pos_x:%d, width:%d)", |
| _fm_idx, _left_rect.pos_x, _left_rect.width, _right_rect.pos_x, _right_rect.width); |
| } |
| #endif |
| } |
| |
| void |
| CVFeatureMatch::feature_match ( |
| const SmartPtr<VideoBuffer> &left_buf, const SmartPtr<VideoBuffer> &right_buf) |
| { |
| XCAM_ASSERT (_left_rect.width && _left_rect.height); |
| XCAM_ASSERT (_right_rect.width && _right_rect.height); |
| |
| cv::UMat left_umat, right_umat; |
| cv::Mat left_img, right_img; |
| |
| if (_cl_buf_mem[BufIdLeft] && _cl_buf_mem[BufIdRight]) { |
| if (!get_crop_image_umat (left_buf, _left_rect, left_umat, BufIdLeft) |
| || !get_crop_image_umat (right_buf, _right_rect, right_umat, BufIdRight)) |
| return; |
| |
| left_img = left_umat.getMat (cv::ACCESS_READ); |
| right_img = right_umat.getMat (cv::ACCESS_READ); |
| } else { |
| if (!convert_range_to_mat (left_buf, _left_rect, left_img) |
| || !convert_range_to_mat (right_buf, _right_rect, right_img)) |
| return; |
| } |
| |
| detect_and_match (left_img, right_img); |
| |
| #if XCAM_CV_FM_DEBUG |
| debug_write_image (left_buf, right_buf, _left_rect, _right_rect, _frame_num, _fm_idx); |
| _frame_num++; |
| #endif |
| } |
| |
| void |
| CVFeatureMatch::debug_write_image ( |
| const SmartPtr<VideoBuffer> &left_buf, const SmartPtr<VideoBuffer> &right_buf, |
| const Rect &left_rect, const Rect &right_rect, uint32_t frame_num, int fm_idx) |
| { |
| XCAM_ASSERT (fm_idx >= 0); |
| |
| char frame_str[64] = {'\0'}; |
| std::snprintf (frame_str, 64, "frame:%d", frame_num); |
| char fm_idx_str[64] = {'\0'}; |
| std::snprintf (fm_idx_str, 64, "fm_idx:%d", fm_idx); |
| |
| char img_name[256] = {'\0'}; |
| std::snprintf (img_name, 256, "fm_in_stitch_area_%d_%d_0.jpg", frame_num, fm_idx); |
| write_image (left_buf, left_rect, img_name, frame_str, fm_idx_str); |
| |
| std::snprintf (img_name, 256, "fm_in_stitch_area_%d_%d_1.jpg", frame_num, fm_idx); |
| write_image (right_buf, right_rect, img_name, frame_str, fm_idx_str); |
| |
| XCAM_LOG_INFO ("FeatureMatch(idx:%d): frame number:%d done", fm_idx, frame_num); |
| } |
| |
| SmartPtr<FeatureMatch> |
| FeatureMatch::create_default_feature_match () |
| { |
| SmartPtr<CVFeatureMatch> matcher = new CVFeatureMatch (); |
| XCAM_ASSERT (matcher.ptr ()); |
| |
| return matcher; |
| } |
| |
| } |