Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 1 | #include "y2022/vision/camera_reader.h" |
| 2 | |
Henry Speiser | 3069ca9 | 2022-02-05 16:25:00 -0800 | [diff] [blame] | 3 | #include <chrono> |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 4 | #include <cmath> |
Henry Speiser | 3069ca9 | 2022-02-05 16:25:00 -0800 | [diff] [blame] | 5 | #include <thread> |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 6 | |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 7 | #include "aos/events/event_loop.h" |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 8 | #include "aos/events/shm_event_loop.h" |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 9 | #include "aos/flatbuffer_merge.h" |
| 10 | #include "aos/network/team_number.h" |
| 11 | #include "frc971/vision/v4l2_reader.h" |
| 12 | #include "frc971/vision/vision_generated.h" |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 13 | #include "opencv2/imgproc.hpp" |
milind-u | 9219598 | 2022-01-22 20:29:31 -0800 | [diff] [blame] | 14 | #include "y2022/vision/blob_detector.h" |
Jim Ostrowski | 007e2ea | 2022-01-30 13:13:26 -0800 | [diff] [blame] | 15 | #include "y2022/vision/calibration_generated.h" |
milind-u | 9219598 | 2022-01-22 20:29:31 -0800 | [diff] [blame] | 16 | #include "y2022/vision/target_estimator.h" |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 17 | |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 18 | DEFINE_string(image_png, "", "A set of PNG images"); |
| 19 | |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 20 | namespace y2022 { |
| 21 | namespace vision { |
| 22 | |
| 23 | using namespace frc971::vision; |
| 24 | |
Jim Ostrowski | 007e2ea | 2022-01-30 13:13:26 -0800 | [diff] [blame] | 25 | const calibration::CameraCalibration *CameraReader::FindCameraCalibration() |
| 26 | const { |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 27 | const std::string_view node_name = event_loop_->node()->name()->string_view(); |
| 28 | const int team_number = aos::network::GetTeamNumber(); |
Jim Ostrowski | 007e2ea | 2022-01-30 13:13:26 -0800 | [diff] [blame] | 29 | for (const calibration::CameraCalibration *candidate : |
| 30 | *calibration_data_->camera_calibrations()) { |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 31 | if (candidate->node_name()->string_view() != node_name) { |
| 32 | continue; |
| 33 | } |
| 34 | if (candidate->team_number() != team_number) { |
| 35 | continue; |
| 36 | } |
| 37 | return candidate; |
| 38 | } |
| 39 | LOG(FATAL) << ": Failed to find camera calibration for " << node_name |
| 40 | << " on " << team_number; |
| 41 | } |
| 42 | |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 43 | namespace { |
| 44 | // Converts a vector of cv::Point to PointT for the flatbuffer |
| 45 | flatbuffers::Offset<flatbuffers::Vector<flatbuffers::Offset<Blob>>> |
| 46 | CvBlobsToFbs(const std::vector<std::vector<cv::Point>> &blobs, |
| 47 | aos::Sender<TargetEstimate>::Builder &builder) { |
| 48 | std::vector<flatbuffers::Offset<Blob>> blobs_fbs; |
| 49 | for (auto &blob : blobs) { |
| 50 | std::vector<Point> points_fbs; |
| 51 | for (auto p : blob) { |
| 52 | points_fbs.push_back(Point{p.x, p.y}); |
| 53 | } |
| 54 | auto points_offset = builder.fbb()->CreateVectorOfStructs(points_fbs); |
| 55 | auto blob_builder = builder.MakeBuilder<Blob>(); |
| 56 | blob_builder.add_points(points_offset); |
| 57 | blobs_fbs.emplace_back(blob_builder.Finish()); |
| 58 | } |
| 59 | return builder.fbb()->CreateVector(blobs_fbs.data(), blobs_fbs.size()); |
| 60 | } |
| 61 | |
| 62 | flatbuffers::Offset<flatbuffers::Vector<flatbuffers::Offset<BlobStatsFbs>>> |
| 63 | BlobStatsToFbs(const std::vector<BlobDetector::BlobStats> blob_stats, |
| 64 | aos::Sender<TargetEstimate>::Builder &builder) { |
| 65 | std::vector<flatbuffers::Offset<BlobStatsFbs>> stats_fbs; |
| 66 | for (auto &stats : blob_stats) { |
| 67 | // Make BlobStatsFbs builder then fill each field using the BlobStats |
| 68 | // struct, then you finish it and add it to stats_fbs. |
| 69 | auto stats_builder = builder.MakeBuilder<BlobStatsFbs>(); |
| 70 | Point centroid_fbs = Point{stats.centroid.x, stats.centroid.y}; |
| 71 | stats_builder.add_centroid(¢roid_fbs); |
| 72 | stats_builder.add_aspect_ratio(stats.aspect_ratio); |
| 73 | stats_builder.add_area(stats.area); |
| 74 | stats_builder.add_num_points(stats.num_points); |
| 75 | |
| 76 | auto current_stats = stats_builder.Finish(); |
| 77 | stats_fbs.emplace_back(current_stats); |
| 78 | } |
| 79 | return builder.fbb()->CreateVector(stats_fbs.data(), stats_fbs.size()); |
| 80 | } |
| 81 | } // namespace |
| 82 | |
Jim Ostrowski | 210765a | 2022-02-27 12:52:14 -0800 | [diff] [blame] | 83 | void CameraReader::ProcessImage(cv::Mat image_mat, |
| 84 | int64_t image_monotonic_timestamp_ns) { |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 85 | BlobDetector::BlobResult blob_result; |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 86 | BlobDetector::ExtractBlobs(image_mat, &blob_result); |
milind-u | 9219598 | 2022-01-22 20:29:31 -0800 | [diff] [blame] | 87 | auto builder = target_estimate_sender_.MakeBuilder(); |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 88 | flatbuffers::Offset<BlobResultFbs> blob_result_offset; |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 89 | { |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 90 | const auto filtered_blobs_offset = |
| 91 | CvBlobsToFbs(blob_result.filtered_blobs, builder); |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 92 | const auto unfiltered_blobs_offset = |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 93 | CvBlobsToFbs(blob_result.unfiltered_blobs, builder); |
| 94 | const auto blob_stats_offset = |
| 95 | BlobStatsToFbs(blob_result.blob_stats, builder); |
| 96 | const Point centroid_fbs = |
| 97 | Point{blob_result.centroid.x, blob_result.centroid.y}; |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 98 | |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 99 | auto blob_result_builder = builder.MakeBuilder<BlobResultFbs>(); |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 100 | blob_result_builder.add_filtered_blobs(filtered_blobs_offset); |
| 101 | blob_result_builder.add_unfiltered_blobs(unfiltered_blobs_offset); |
| 102 | blob_result_builder.add_blob_stats(blob_stats_offset); |
| 103 | blob_result_builder.add_centroid(¢roid_fbs); |
| 104 | blob_result_offset = blob_result_builder.Finish(); |
| 105 | } |
| 106 | |
Milind Upadhyay | e2f40d7 | 2022-02-24 13:55:53 -0800 | [diff] [blame] | 107 | const auto camera_calibration_offset = |
| 108 | aos::RecursiveCopyFlatBuffer(camera_calibration_, builder.fbb()); |
| 109 | |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 110 | auto target_estimate_builder = builder.MakeBuilder<TargetEstimate>(); |
Milind Upadhyay | 25610d2 | 2022-02-07 15:35:26 -0800 | [diff] [blame] | 111 | TargetEstimator::EstimateTargetLocation( |
| 112 | blob_result.centroid, CameraIntrinsics(), CameraExtrinsics(), |
| 113 | &target_estimate_builder); |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 114 | target_estimate_builder.add_blob_result(blob_result_offset); |
Milind Upadhyay | e2f40d7 | 2022-02-24 13:55:53 -0800 | [diff] [blame] | 115 | target_estimate_builder.add_camera_calibration(camera_calibration_offset); |
Jim Ostrowski | 210765a | 2022-02-27 12:52:14 -0800 | [diff] [blame] | 116 | target_estimate_builder.add_image_monotonic_timestamp_ns( |
| 117 | image_monotonic_timestamp_ns); |
Henry Speiser | e45e7a2 | 2022-02-04 23:17:01 -0800 | [diff] [blame] | 118 | builder.CheckOk(builder.Send(target_estimate_builder.Finish())); |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 119 | } |
| 120 | |
| 121 | void CameraReader::ReadImage() { |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 122 | // Path is for reading from the Disk. |
| 123 | if (FLAGS_image_png != "") { |
| 124 | std::vector<cv::String> file_list; |
| 125 | cv::glob(FLAGS_image_png + "/*.png", file_list, false); |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 126 | for (auto file : file_list) { |
Henry Speiser | 3069ca9 | 2022-02-05 16:25:00 -0800 | [diff] [blame] | 127 | // Sleep for 0.05 seconds in order to not reach the max number of messages |
| 128 | // that can be sent in a second. |
| 129 | std::this_thread::sleep_for(std::chrono::milliseconds(50)); |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 130 | LOG(INFO) << "Reading file " << file; |
Milind Upadhyay | ec41e13 | 2022-02-05 17:14:05 -0800 | [diff] [blame] | 131 | cv::Mat bgr_image = cv::imread(file.c_str()); |
Jim Ostrowski | a045aee | 2022-02-27 15:08:22 -0800 | [diff] [blame^] | 132 | cv::Mat image_color_mat; |
| 133 | cv::cvtColor(bgr_image, image_color_mat, cv::COLOR_BGR2YUV); |
| 134 | |
| 135 | // Convert YUV (3 channels) to YUYV (stacked format) |
| 136 | std::vector<uint8_t> yuyv; |
| 137 | for (int i = 0; i < image_color_mat.rows; i++) { |
| 138 | for (int j = 0; j < image_color_mat.cols; j++) { |
| 139 | // Always push a Y value |
| 140 | yuyv.emplace_back(image_color_mat.at<cv::Vec3b>(i, j)[0]); |
| 141 | if ((j % 2) == 0) { |
| 142 | // If column # is even, push a U value. |
| 143 | yuyv.emplace_back(image_color_mat.at<cv::Vec3b>(i, j)[1]); |
| 144 | } else { |
| 145 | // If column # is odd, push a V value. |
| 146 | yuyv.emplace_back(image_color_mat.at<cv::Vec3b>(i, j)[2]); |
| 147 | } |
| 148 | } |
| 149 | } |
| 150 | |
| 151 | CHECK_EQ(static_cast<int>(yuyv.size()), |
| 152 | image_color_mat.rows * image_color_mat.cols * 2); |
| 153 | |
| 154 | auto builder = image_sender_.MakeBuilder(); |
| 155 | auto image_offset = builder.fbb()->CreateVector(yuyv); |
| 156 | auto image_builder = builder.MakeBuilder<CameraImage>(); |
| 157 | |
Jim Ostrowski | 210765a | 2022-02-27 12:52:14 -0800 | [diff] [blame] | 158 | int64_t timestamp = |
| 159 | aos::monotonic_clock::now().time_since_epoch().count(); |
Jim Ostrowski | a045aee | 2022-02-27 15:08:22 -0800 | [diff] [blame^] | 160 | |
| 161 | image_builder.add_rows(image_color_mat.rows); |
| 162 | image_builder.add_cols(image_color_mat.cols); |
| 163 | image_builder.add_data(image_offset); |
| 164 | image_builder.add_monotonic_timestamp_ns(timestamp); |
| 165 | |
Jim Ostrowski | 210765a | 2022-02-27 12:52:14 -0800 | [diff] [blame] | 166 | ProcessImage(bgr_image, timestamp); |
Jim Ostrowski | a045aee | 2022-02-27 15:08:22 -0800 | [diff] [blame^] | 167 | builder.CheckOk(builder.Send(image_builder.Finish())); |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 168 | } |
| 169 | event_loop_->Exit(); |
| 170 | return; |
| 171 | } |
| 172 | // If we are not reading from the disk, we read the live camera stream. |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 173 | if (!reader_->ReadLatestImage()) { |
| 174 | read_image_timer_->Setup(event_loop_->monotonic_now() + |
| 175 | std::chrono::milliseconds(10)); |
| 176 | return; |
| 177 | } |
| 178 | |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 179 | const CameraImage &image = reader_->LatestImage(); |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 180 | |
Jim Ostrowski | 210765a | 2022-02-27 12:52:14 -0800 | [diff] [blame] | 181 | cv::Mat image_color_mat(cv::Size(image.cols(), image.rows()), CV_8UC2, |
| 182 | (void *)image.data()->data()); |
| 183 | cv::Mat image_mat(cv::Size(image.cols(), image.rows()), CV_8UC3); |
| 184 | cv::cvtColor(image_color_mat, image_mat, cv::COLOR_YUV2BGR_YUYV); |
Henry Speiser | 1f34eea | 2022-01-30 14:35:21 -0800 | [diff] [blame] | 185 | |
Jim Ostrowski | 210765a | 2022-02-27 12:52:14 -0800 | [diff] [blame] | 186 | ProcessImage(image_mat, image.monotonic_timestamp_ns()); |
Jim Ostrowski | ff7b3de | 2022-01-22 22:20:26 -0800 | [diff] [blame] | 187 | |
| 188 | reader_->SendLatestImage(); |
| 189 | read_image_timer_->Setup(event_loop_->monotonic_now()); |
| 190 | } |
| 191 | |
| 192 | } // namespace vision |
| 193 | } // namespace y2022 |