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feat(roi_cluster_fusion): fix geometry function and debugger in roi_cluster_fusion node #1050

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Nov 30, 2023
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Original file line number Diff line number Diff line change
Expand Up @@ -50,6 +50,7 @@ class Debugger
std::vector<RegionOfInterest> image_rois_;
std::vector<RegionOfInterest> obstacle_rois_;
std::vector<Eigen::Vector2d> obstacle_points_;
std::vector<double> max_iou_for_image_rois_;

private:
void imageCallback(
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -64,6 +64,8 @@ bool is_inside(
const sensor_msgs::msg::RegionOfInterest & outer,
const sensor_msgs::msg::RegionOfInterest & inner, const double outer_offset_scale = 1.1);

void sanitizeROI(sensor_msgs::msg::RegionOfInterest & roi, const int width, const int height);

} // namespace image_projection_based_fusion

#endif // IMAGE_PROJECTION_BASED_FUSION__UTILS__GEOMETRY_HPP_
56 changes: 48 additions & 8 deletions perception/image_projection_based_fusion/src/debugger.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -77,36 +77,76 @@ void Debugger::clear()
image_rois_.clear();
obstacle_rois_.clear();
obstacle_points_.clear();
max_iou_for_image_rois_.clear();
}

void Debugger::publishImage(const std::size_t image_id, const rclcpp::Time & stamp)
{
const boost::circular_buffer<sensor_msgs::msg::Image::ConstSharedPtr> & image_buffer =
image_buffers_.at(image_id);
const image_transport::Publisher & image_pub = image_pubs_.at(image_id);
const bool draw_iou_score =
max_iou_for_image_rois_.size() > 0 && max_iou_for_image_rois_.size() == image_rois_.size();

for (std::size_t i = 0; i < image_buffer.size(); ++i) {
if (image_buffer.at(i)->header.stamp != stamp) {
continue;
}

auto cv_ptr = cv_bridge::toCvCopy(image_buffer.at(i), image_buffer.at(i)->encoding);

// draw obstacle points
for (const auto & point : obstacle_points_) {
cv::circle(
cv_ptr->image, cv::Point(static_cast<int>(point.x()), static_cast<int>(point.y())), 2,
cv::Scalar(255, 255, 255), 3, 4);
}

// draw rois
const int img_height = static_cast<int>(image_buffer.at(i)->height);
const int img_width = static_cast<int>(image_buffer.at(i)->width);
for (const auto & roi : obstacle_rois_) {
drawRoiOnImage(
cv_ptr->image, roi, image_buffer.at(i)->width, image_buffer.at(i)->height,
cv::Scalar(255, 0, 0));
drawRoiOnImage(cv_ptr->image, roi, img_width, img_height, cv::Scalar(255, 0, 0)); // blue
}
// TODO(yukke42): show iou_score on image
for (const auto & roi : image_rois_) {
drawRoiOnImage(
cv_ptr->image, roi, image_buffer.at(i)->width, image_buffer.at(i)->height,
cv::Scalar(0, 0, 255));
drawRoiOnImage(cv_ptr->image, roi, img_width, img_height, cv::Scalar(0, 0, 255)); // red
}

// show iou_score on image
if (draw_iou_score) {
for (auto roi_index = 0; roi_index < static_cast<int>(image_rois_.size()); ++roi_index) {
std::stringstream stream;
stream << std::fixed << std::setprecision(2) << max_iou_for_image_rois_.at(roi_index);
std::string iou_score = stream.str();

// set text position
int baseline = 3;
cv::Size textSize = cv::getTextSize(iou_score, cv::FONT_HERSHEY_SIMPLEX, 0.5, 1, &baseline);
const int text_height = static_cast<int>(textSize.height);
const int text_width = static_cast<int>(textSize.width);
int x = image_rois_.at(roi_index).x_offset;
int y = image_rois_.at(roi_index).y_offset; // offset for text
if (y < 0 + text_height)
y = text_height; // if roi is on the top of image, put text on lower left of roi
if (y > img_height - text_height)
y = img_height -
text_height; // if roi is on the bottom of image, put text on upper left of roi
if (x > img_width - text_width)
x = img_width - text_width; // if roi is on the right of image, put text on left of roi
if (x < 0) x = 0; // if roi is on the left of image, put text on right of roi

// choice color by iou score
// cv::Scalar color = max_iou_for_image_rois_.at(i) > 0.5 ? cv::Scalar(0, 255, 0) :
// cv::Scalar(0, 0, 255);
cv::Scalar color = cv::Scalar(0, 0, 255); // red

cv::rectangle(
cv_ptr->image, cv::Point(x, y - textSize.height - baseline),
cv::Point(x + textSize.width, y), cv::Scalar(255, 255, 255),
cv::FILLED); // white background
cv::putText(
cv_ptr->image, iou_score, cv::Point(x, y), cv::FONT_HERSHEY_SIMPLEX, 0.5, color, 1,
cv::LINE_AA); // text
}
}

image_pub.publish(cv_ptr->toImageMsg());
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -203,6 +203,7 @@ void FusionNode<Msg, Obj>::subCallback(const typename Msg::ConstSharedPtr input_
(*output_msg).header.stamp.sec * (int64_t)1e9 + (*output_msg).header.stamp.nanosec;

// if matching rois exist, fuseOnSingle
// please ask maintainers before parallelize this loop because debugger is not thread safe
for (std::size_t roi_i = 0; roi_i < rois_number_; ++roi_i) {
if (camera_info_map_.find(roi_i) == camera_info_map_.end()) {
RCLCPP_WARN(this->get_logger(), "no camera info. id is %zu", roi_i);
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -84,10 +84,6 @@ void RoiClusterFusionNode::fuseOnSingleImage(
const DetectedObjectsWithFeature & input_roi_msg,
const sensor_msgs::msg::CameraInfo & camera_info, DetectedObjectsWithFeature & output_cluster_msg)
{
std::vector<sensor_msgs::msg::RegionOfInterest> debug_image_rois;
std::vector<sensor_msgs::msg::RegionOfInterest> debug_pointcloud_rois;
std::vector<Eigen::Vector2d> debug_image_points;

Eigen::Matrix4d projection;
projection << camera_info.p.at(0), camera_info.p.at(1), camera_info.p.at(2), camera_info.p.at(3),
camera_info.p.at(4), camera_info.p.at(5), camera_info.p.at(6), camera_info.p.at(7),
Expand All @@ -100,6 +96,9 @@ void RoiClusterFusionNode::fuseOnSingleImage(
tf_buffer_, /*target*/ camera_info.header.frame_id,
/*source*/ input_cluster_msg.header.frame_id, camera_info.header.stamp);
if (!transform_stamped_optional) {
RCLCPP_WARN_STREAM(
get_logger(), "Failed to get transform from " << input_cluster_msg.header.frame_id << " to "
<< camera_info.header.frame_id);
return;
}
transform_stamped = transform_stamped_optional.value();
Expand Down Expand Up @@ -151,7 +150,7 @@ void RoiClusterFusionNode::fuseOnSingleImage(
max_x = std::max(static_cast<int>(normalized_projected_point.x()), max_x);
max_y = std::max(static_cast<int>(normalized_projected_point.y()), max_y);
projected_points.push_back(normalized_projected_point);
debug_image_points.push_back(normalized_projected_point);
if (debugger_) debugger_->obstacle_points_.push_back(normalized_projected_point);
}
}
if (projected_points.empty()) {
Expand All @@ -165,7 +164,7 @@ void RoiClusterFusionNode::fuseOnSingleImage(
roi.width = max_x - min_x;
roi.height = max_y - min_y;
m_cluster_roi.insert(std::make_pair(i, roi));
debug_pointcloud_rois.push_back(roi);
if (debugger_) debugger_->obstacle_rois_.push_back(roi);
}

for (const auto & feature_obj : input_roi_msg.feature_objects) {
Expand All @@ -178,17 +177,18 @@ void RoiClusterFusionNode::fuseOnSingleImage(
double iou(0.0);
bool is_use_non_trust_object_iou_mode = is_far_enough(
input_cluster_msg.feature_objects.at(cluster_map.first), trust_object_distance_);
auto image_roi = feature_obj.feature.roi;
auto cluster_roi = cluster_map.second;
sanitizeROI(image_roi, camera_info.width, camera_info.height);
sanitizeROI(cluster_roi, camera_info.width, camera_info.height);
if (is_use_non_trust_object_iou_mode || is_roi_label_known) {
iou =
cal_iou_by_mode(cluster_map.second, feature_obj.feature.roi, non_trust_object_iou_mode_);
iou = cal_iou_by_mode(cluster_roi, image_roi, non_trust_object_iou_mode_);
} else {
iou = cal_iou_by_mode(cluster_map.second, feature_obj.feature.roi, trust_object_iou_mode_);
iou = cal_iou_by_mode(cluster_roi, image_roi, trust_object_iou_mode_);
}

const bool passed_inside_cluster_gate =
only_allow_inside_cluster_
? is_inside(feature_obj.feature.roi, cluster_map.second, roi_scale_factor_)
: true;
only_allow_inside_cluster_ ? is_inside(image_roi, cluster_roi, roi_scale_factor_) : true;
if (max_iou < iou && passed_inside_cluster_gate) {
index = cluster_map.first;
max_iou = iou;
Expand Down Expand Up @@ -229,13 +229,12 @@ void RoiClusterFusionNode::fuseOnSingleImage(
}
}
}
debug_image_rois.push_back(feature_obj.feature.roi);
if (debugger_) debugger_->image_rois_.push_back(feature_obj.feature.roi);
if (debugger_) debugger_->max_iou_for_image_rois_.push_back(max_iou);
}

// note: debug objects are safely cleared in fusion_node.cpp
if (debugger_) {
debugger_->image_rois_ = debug_image_rois;
debugger_->obstacle_rois_ = debug_pointcloud_rois;
debugger_->obstacle_points_ = debug_image_points;
debugger_->publishImage(image_id, input_roi_msg.header.stamp);
}
}
Expand Down
41 changes: 36 additions & 5 deletions perception/image_projection_based_fusion/src/utils/geometry.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -166,11 +166,42 @@ bool is_inside(
const sensor_msgs::msg::RegionOfInterest & outer,
const sensor_msgs::msg::RegionOfInterest & inner, const double outer_offset_scale)
{
const double lower_scale = 1.0 - std::abs(outer_offset_scale - 1.0);
return outer.x_offset * lower_scale <= inner.x_offset &&
outer.y_offset * lower_scale <= inner.y_offset &&
inner.x_offset + inner.width <= (outer.x_offset + outer.width) * outer_offset_scale &&
inner.y_offset + inner.height <= (outer.y_offset + outer.height) * outer_offset_scale;
const auto scaled_width = static_cast<double>(outer.width) * outer_offset_scale;
const auto scaled_height = static_cast<double>(outer.height) * outer_offset_scale;
const auto scaled_x_offset =
static_cast<double>(outer.x_offset) - (scaled_width - outer.width) / 2.0;
const auto scaled_y_offset =
static_cast<double>(outer.y_offset) - (scaled_height - outer.height) / 2.0;

// 1. check left-top corner
if (scaled_x_offset > inner.x_offset || scaled_y_offset > inner.y_offset) {
return false;
}
// 2. check right-bottom corner
if (
scaled_x_offset + scaled_width < inner.x_offset + inner.width ||
scaled_y_offset + scaled_height < inner.y_offset + inner.height) {
return false;
}
return true;
}

void sanitizeROI(sensor_msgs::msg::RegionOfInterest & roi, const int width_, const int height_)
{
const unsigned int width = static_cast<unsigned int>(width_);
const unsigned int height = static_cast<unsigned int>(height_);
if (roi.x_offset >= width || roi.y_offset >= height) {
roi.width = 0;
roi.height = 0;
return;
}

if (roi.x_offset + roi.width > width) {
roi.width = width - roi.x_offset;
}
if (roi.y_offset + roi.height > height) {
roi.height = height - roi.y_offset;
}
}

} // namespace image_projection_based_fusion
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