-
Notifications
You must be signed in to change notification settings - Fork 1
/
event_cpp_python.cpp
268 lines (229 loc) · 9.64 KB
/
event_cpp_python.cpp
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
#include "event_cpp_python_node/event_cpp_python.h"
namespace event_cpp_python_node {
EventCppPython::~EventCppPython()
{
ROS_INFO("event_cpp_python shutting down");
} // End EventCppPython destructor
EventCppPython::EventCppPython(ros::NodeHandle nh,
ros::NodeHandle nh_priv)
: nh_(nh),
it_(nh),
left_undistorter_(nh, nh_priv, "cam0"),
right_undistorter_(nh, nh_priv, "cam1")
{
nh_priv.getParam("n_events_per_window", n_events_per_window_);
nh_priv.getParam("start_time", start_time_);
nh_priv.getParam("pub_event_arr", pub_event_arr_);
XmlRpc::XmlRpcValue lines;
nh_priv.getParam("cam1/projection_matrix", lines);
baseline_ = static_cast<double>(lines[0][3]);
left_undistorter_.resolution(&rows_, &cols_);
if (pub_event_arr_) {
left_event_arr_pub_ = nh_.advertise<std_msgs::Float64MultiArray>("left/event_arr", 1000);
right_event_arr_pub_ = nh_.advertise<std_msgs::Float64MultiArray>("right/event_arr", 1000);
} else {
left_timestamp_image_ = cv::Mat::zeros(rows_, cols_, CV_32FC4);
left_event_time_image_pub_ = it_.advertise("left/event_time_image", 1000);
right_timestamp_image_ = cv::Mat::zeros(rows_, cols_, CV_32FC4);
right_event_time_image_pub_ = it_.advertise("right/event_time_image", 1000);
}
ROS_INFO("event_cpp_python initialized.");
} // End EventCppPython constructor.
void EventCppPython::playFromBag(const std::string& data_bag_path,
const std::string& gt_bag_path)
{
ROS_INFO("Reading from bags %s, %s\n", data_bag_path.c_str(), gt_bag_path.c_str());
// Open bags.
rosbag::Bag data_bag, gt_bag;
try {
data_bag.open(data_bag_path, rosbag::bagmode::Read);
} catch (const rosbag::BagException &e) {
ROS_ERROR_STREAM("cannot open bag: " << data_bag_path << " due to: " << e.what());
return;
}
try {
gt_bag.open(gt_bag_path, rosbag::bagmode::Read);
} catch (const rosbag::BagException &e) {
ROS_ERROR_STREAM("cannot open bag: " << gt_bag_path << " due to: " << e.what());
return;
}
// Specify desired topics.
std::string left_events("/davis/left/events"),
right_events("/davis/right/events"),
pose("/davis/left/odometry"),
depth_image("/davis/left/depth_image_rect"),
imu("/davis/left/imu");
std::vector<std::string> data_topics = { left_events,
right_events,
imu };
std::vector<std::string> gt_topics = { pose, depth_image };
// Create a view that accesses both bags.
rosbag::View view(data_bag, rosbag::TopicQuery(data_topics));
view.addQuery(gt_bag, rosbag::TopicQuery(gt_topics));
ros::Time bag_start_time = view.getBeginTime();
ros::Rate rate(20);
// Loop over bags in each topic sequentially in time.
for (rosbag::MessageInstance const m: view) {
if (!ros::ok()) break;
if (m.getTime() < bag_start_time + ros::Duration(start_time_)) {
continue;
}
const std::string &topic = m.getTopic();
if (topic.find("events") != std::string::npos) {
dvs_msgs::EventArray::ConstPtr event_ptr =
m.instantiate<dvs_msgs::EventArray>();
if (event_ptr) {
if (topic == left_events) {
eventCallback(event_ptr,
left_undistorter_,
left_event_arr_pub_,
left_event_time_image_pub_,
left_event_vec_,
left_timestamp_image_);
}
// Uncomment this if you want stereo event processing.
/*
else {
eventCallback(event_ptr,
right_undistorter_,
right_event_arr_pub_,
right_event_time_image_pub_,
right_event_vec_,
right_timestamp_image_
);
}
*/
}
}
if (topic == imu) {
sensor_msgs::Imu::ConstPtr imu_ptr =
m.instantiate<sensor_msgs::Imu>();
if (imu_ptr) {
imuCallback(imu_ptr);
}
}
if (topic == pose) {
geometry_msgs::PoseStamped::ConstPtr pose_ptr =
m.instantiate<geometry_msgs::PoseStamped>();
if (pose_ptr) {
poseCallback(pose_ptr);
}
}
if (topic == depth_image) {
sensor_msgs::Image::ConstPtr depth_img_ptr =
m.instantiate<sensor_msgs::Image>();
if (depth_img_ptr) {
depthImageCallback(depth_img_ptr);
rate.sleep();
}
}
}
}
// Grabs the last n_events_per_window_ events from a vector and puts it in an Eigen MatrixXf.
void EventCppPython::generateEventMatrix(const std::vector<Eigen::Vector4f,
Eigen::aligned_allocator<Eigen::Vector4f>>& event_vec,
Eigen::MatrixXf& events)
{
if (events.cols() != n_events_per_window_) {
ROS_ERROR("Error: You need to set the size of the input events correctly before calling generateEventMatrix");
ros::shutdown();
}
for (int i=0; i < n_events_per_window_; ++i) {
events.col(i) = event_vec[i];
}
return;
}
// Converts an Eigen::MatrixXf into a std_msgs::Float64MultiArray message and publishes it.
void EventCppPython::generateAndSendRequest(const ros::Publisher& event_arr_pub,
const std::vector<Eigen::Vector4f,
Eigen::aligned_allocator<Eigen::Vector4f>> event_vec)
{
Eigen::MatrixXf event_mat(4, n_events_per_window_);;
generateEventMatrix(event_vec, event_mat);
// event_mat here is a 4xN matrix,
// where each column represents an individual event encoded as (x,y,t,p).
// If you are writing C++ code, put your code here!
// Publish events to the python node.
std_msgs::Float64MultiArray event_arr_msg;
tf::matrixEigenToMsg(event_mat.cast<double>().eval(), event_arr_msg);
event_arr_pub.publish(event_arr_msg);
}
// Receives event messages, rectifies them, and then stores them in the appropriate vector.
void EventCppPython::eventCallback(const dvs_msgs::EventArray::ConstPtr& event_msg,
const Undistorter& undistorter,
const ros::Publisher& event_arr_pub,
const image_transport::Publisher& event_time_image_pub,
std::vector<Eigen::Vector4f,
Eigen::aligned_allocator<Eigen::Vector4f>>& event_vec,
cv::Mat& event_timestamp_image)
{
// If no events, just return.
if (event_msg->events.size() == 0) return;
const std::vector<dvs_msgs::Event>& events = event_msg->events;
ros::Time t_init = events[0].ts;
if (!started_) {
t_start_ = t_init;
started_ = true;
ROS_INFO("Events received at time %f", t_start_.toSec());
}
for (const auto& event : events) {
// Rectify the event.
float x_rect, y_rect;
undistorter.lookup(event.x, event.y, &x_rect, &y_rect);
x_rect = round(x_rect);
y_rect = round(y_rect);
// Only keep events inside the image after rectification.
if (x_rect < 0 || x_rect >= cols_ || y_rect < 0 || y_rect >= rows_) {
continue;
}
++n_events_;
float t = static_cast<float>((event.ts - t_start_).toSec());
int pol = event.polarity ? 1:-1;
// Store the event in event_vec.
if (pub_event_arr_) {
event_vec.push_back(Eigen::Vector4f(x_rect, y_rect, t, pol));
} else {
cv::Vec4f& pixel = event_timestamp_image.at<cv::Vec4f>(y_rect, x_rect);
if (pol == 1) {
pixel.val[2] = t;
++pixel.val[0];
} else {
pixel.val[3] = t;
++pixel.val[1];
}
}
}
// If we have enough events, publish and reset event images.
if (n_events_ > n_events_per_window_) {
if (pub_event_arr_) {
generateAndSendRequest(event_arr_pub, event_vec);
event_vec.erase(event_vec.begin(), event_vec.begin() + n_events_per_window_);
} else {
sensor_msgs::ImagePtr image_msg = cv_bridge::CvImage(std_msgs::Header(),
"32FC4",
event_timestamp_image)
.toImageMsg();
image_msg->header.stamp = events.back().ts;
event_time_image_pub.publish(image_msg);
event_timestamp_image = cv::Mat::zeros(rows_, cols_, CV_32FC4);
}
n_events_ = 0;
}
return;
} // End eventCallback
// Ground truth depth image message callback. Put whatever you want here.
void EventCppPython::depthImageCallback(const sensor_msgs::Image::ConstPtr& depth_img_msg)
{
return;
}
// IMU message callback. Put whatever you want here.
void EventCppPython::imuCallback(const sensor_msgs::Imu::ConstPtr& imu_msg)
{
return;
}
// GT pose message callback. Put whatever you want here.
void EventCppPython::poseCallback(const geometry_msgs::PoseStamped::ConstPtr& pose_msg)
{
return;
}
} // End namespace