Updates for SimpleFlow algorithm

+ New format for flow data - CV_32C2
+ Memory optimization
+ Cross Bilateral Filter optimization
+ Minor optimizations
+ Sample for calcOpticalFlowSF improved
This commit is contained in:
Yury Zemlyanskiy
2012-08-27 14:40:57 +04:00
committed by Vadim Pisarevsky
parent c77d099018
commit 784c09d6f9
5 changed files with 390 additions and 422 deletions

View File

@@ -58,66 +58,67 @@ protected:
CV_SimpleFlowTest::CV_SimpleFlowTest() {}
static void readOpticalFlowFromFile(FILE* file, cv::Mat& flowX, cv::Mat& flowY) {
static bool readOpticalFlowFromFile(FILE* file, cv::Mat& flow) {
char header[5];
if (fread(header, 1, 4, file) < 4 && (string)header != "PIEH") {
return;
return false;
}
int cols, rows;
if (fread(&cols, sizeof(int), 1, file) != 1||
fread(&rows, sizeof(int), 1, file) != 1) {
return;
return false;
}
flowX = cv::Mat::zeros(rows, cols, CV_64F);
flowY = cv::Mat::zeros(rows, cols, CV_64F);
flow = cv::Mat::zeros(rows, cols, CV_32FC2);
for (int i = 0; i < rows; ++i) {
for (int j = 0; j < cols; ++j) {
float uPoint, vPoint;
if (fread(&uPoint, sizeof(float), 1, file) != 1 ||
fread(&vPoint, sizeof(float), 1, file) != 1) {
flowX.release();
flowY.release();
return;
cv::Vec2f flow_at_point;
if (fread(&(flow_at_point[0]), sizeof(float), 1, file) != 1 ||
fread(&(flow_at_point[1]), sizeof(float), 1, file) != 1) {
return false;
}
flowX.at<double>(i, j) = uPoint;
flowY.at<double>(i, j) = vPoint;
flow.at<cv::Vec2f>(i, j) = flow_at_point;
}
}
return true;
}
static bool isFlowCorrect(double u) {
static bool isFlowCorrect(float u) {
return !isnan(u) && (fabs(u) < 1e9);
}
static double calc_rmse(cv::Mat flow1X, cv::Mat flow1Y, cv::Mat flow2X, cv::Mat flow2Y) {
long double sum;
static float calc_rmse(cv::Mat flow1, cv::Mat flow2) {
float sum;
int counter = 0;
const int rows = flow1X.rows;
const int cols = flow1X.cols;
const int rows = flow1.rows;
const int cols = flow1.cols;
for (int y = 0; y < rows; ++y) {
for (int x = 0; x < cols; ++x) {
double u1 = flow1X.at<double>(y, x);
double v1 = flow1Y.at<double>(y, x);
double u2 = flow2X.at<double>(y, x);
double v2 = flow2Y.at<double>(y, x);
cv::Vec2f flow1_at_point = flow1.at<cv::Vec2f>(y, x);
cv::Vec2f flow2_at_point = flow2.at<cv::Vec2f>(y, x);
float u1 = flow1_at_point[0];
float v1 = flow1_at_point[1];
float u2 = flow2_at_point[0];
float v2 = flow2_at_point[1];
if (isFlowCorrect(u1) && isFlowCorrect(u2) && isFlowCorrect(v1) && isFlowCorrect(v2)) {
sum += (u1-u2)*(u1-u2) + (v1-v2)*(v1-v2);
counter++;
}
}
}
return sqrt((double)sum / (1e-9 + counter));
return sqrt(sum / (1e-9 + counter));
}
void CV_SimpleFlowTest::run(int) {
int code = cvtest::TS::OK;
const double MAX_RMSE = 0.6;
const float MAX_RMSE = 0.6;
const string frame1_path = ts->get_data_path() + "optflow/RubberWhale1.png";
const string frame2_path = ts->get_data_path() + "optflow/RubberWhale2.png";
const string gt_flow_path = ts->get_data_path() + "optflow/RubberWhale.flo";
@@ -151,7 +152,7 @@ void CV_SimpleFlowTest::run(int) {
return;
}
cv::Mat flowX_gt, flowY_gt;
cv::Mat flow_gt;
FILE* gt_flow_file = fopen(gt_flow_path.c_str(), "rb");
if (gt_flow_file == NULL) {
@@ -160,8 +161,8 @@ void CV_SimpleFlowTest::run(int) {
ts->set_failed_test_info(cvtest::TS::FAIL_MISSING_TEST_DATA);
return;
}
readOpticalFlowFromFile(gt_flow_file, flowX_gt, flowY_gt);
if (flowX_gt.empty() || flowY_gt.empty()) {
if (!readOpticalFlowFromFile(gt_flow_file, flow_gt)) {
ts->printf(cvtest::TS::LOG, "error while reading flow data from file %s",
gt_flow_path.c_str());
ts->set_failed_test_info(cvtest::TS::FAIL_MISSING_TEST_DATA);
@@ -169,12 +170,12 @@ void CV_SimpleFlowTest::run(int) {
}
fclose(gt_flow_file);
cv::Mat flowX, flowY;
cv::Mat flow;
cv::calcOpticalFlowSF(frame1, frame2,
flowX, flowY,
flow,
3, 4, 2, 4.1, 25.5, 18, 55.0, 25.5, 0.35, 18, 55.0, 25.5, 10);
double rmse = calc_rmse(flowX_gt, flowY_gt, flowX, flowY);
float rmse = calc_rmse(flow_gt, flow);
ts->printf(cvtest::TS::LOG, "Optical flow estimation RMSE for SimpleFlow algorithm : %lf\n",
rmse);