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flow: add checks for numerical failure to avoid crashes in SE2::exp

This commit is contained in:
Nikolaus Demmel 2021-12-03 17:14:53 +01:00
parent bfeda2affa
commit 64a6ab4262
4 changed files with 85 additions and 39 deletions
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31
include/basalt/optical_flow/frame_to_frame_optical_flow.h
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@ -249,8 +249,11 @@ class FrameToFrameOpticalFlow : public OpticalFlowBase {
PatchT p(old_pyr.lvl(level), old_transform.translation() / scale);
// Perform tracking on current level
patch_valid &= trackPointAtLevel(pyr.lvl(level), p, transform);
patch_valid &= p.valid;
if (patch_valid) {
// Perform tracking on current level
patch_valid &= trackPointAtLevel(pyr.lvl(level), p, transform);
}
transform.translation() *= scale;
}
@ -274,18 +277,24 @@ class FrameToFrameOpticalFlow : public OpticalFlowBase {
transform.linear().matrix() * PatchT::pattern2;
transformed_pat.colwise() += transform.translation();
bool valid = dp.residual(img_2, transformed_pat, res);
patch_valid &= dp.residual(img_2, transformed_pat, res);
if (valid) {
Vector3 inc = -dp.H_se2_inv_J_se2_T * res;
transform *= SE2::exp(inc).matrix();
if (patch_valid) {
const Vector3 inc = -dp.H_se2_inv_J_se2_T * res;
const int filter_margin = 2;
// avoid NaN in increment (leads to SE2::exp crashing)
patch_valid &= inc.array().isFinite().all();
if (!img_2.InBounds(transform.translation(), filter_margin))
patch_valid = false;
} else {
patch_valid = false;
// avoid very large increment
patch_valid &= inc.template lpNorm<Eigen::Infinity>() < 1e6;
if (patch_valid) {
transform *= SE2::exp(inc).matrix();
const int filter_margin = 2;
patch_valid &= img_2.InBounds(transform.translation(), filter_margin);
}
}
}

31
include/basalt/optical_flow/multiscale_frame_to_frame_optical_flow.h
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@ -282,8 +282,11 @@ class MultiscaleFrameToFrameOpticalFlow : public OpticalFlowBase {
PatchT p(old_pyr.lvl(level), old_transform.translation() / scale);
// Perform tracking on current level
patch_valid = trackPointAtLevel(pyr.lvl(level), p, transform_tmp);
patch_valid &= p.valid;
if (patch_valid) {
// Perform tracking on current level
patch_valid &= trackPointAtLevel(pyr.lvl(level), p, transform_tmp);
}
if (level == static_cast<ssize_t>(pyramid_level) + 1 && !patch_valid) {
return false;
@ -315,18 +318,24 @@ class MultiscaleFrameToFrameOpticalFlow : public OpticalFlowBase {
transform.linear().matrix() * PatchT::pattern2;
transformed_pat.colwise() += transform.translation();
bool valid = dp.residual(img_2, transformed_pat, res);
patch_valid &= dp.residual(img_2, transformed_pat, res);
if (valid) {
Vector3 inc = -dp.H_se2_inv_J_se2_T * res;
transform *= SE2::exp(inc).matrix();
if (patch_valid) {
const Vector3 inc = -dp.H_se2_inv_J_se2_T * res;
const int filter_margin = 2;
// avoid NaN in increment (leads to SE2::exp crashing)
patch_valid &= inc.array().isFinite().all();
if (!img_2.InBounds(transform.translation(), filter_margin))
patch_valid = false;
} else {
patch_valid = false;
// avoid very large increment
patch_valid &= inc.template lpNorm<Eigen::Infinity>() < 1e6;
if (patch_valid) {
transform *= SE2::exp(inc).matrix();
const int filter_margin = 2;
patch_valid &= img_2.InBounds(transform.translation(), filter_margin);
}
}
}

28
include/basalt/optical_flow/patch.h
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@ -65,7 +65,7 @@ struct OpticalFlowPatch {
EIGEN_MAKE_ALIGNED_OPERATOR_NEW
OpticalFlowPatch() { mean = 0; }
OpticalFlowPatch() = default;
OpticalFlowPatch(const Image<const uint16_t> &img, const Vector2 &pos) {
setFromImage(img, pos);
@ -127,6 +127,16 @@ struct OpticalFlowPatch {
H_se2.ldlt().solveInPlace(H_se2_inv);
H_se2_inv_J_se2_T = H_se2_inv * J_se2.transpose();
// NOTE: while it's very unlikely we get a source patch with all black
// pixels, since points are usually selected at corners, it doesn't cost
// much to be safe here.
// all-black patch cannot be normalized; will result in mean of "zero" and
// H_se2_inv_J_se2_T will contain "NaN" and data will contain "inf"
valid = mean > std::numeric_limits<Scalar>::epsilon() &&
H_se2_inv_J_se2_T.array().isFinite().all() &&
data.array().isFinite().all();
}
inline bool residual(const Image<const uint16_t> &img,
@ -146,6 +156,12 @@ struct OpticalFlowPatch {
}
}
// all-black patch cannot be normalized
if (sum < std::numeric_limits<Scalar>::epsilon()) {
residual.setZero();
return false;
}
int num_residuals = 0;
for (int i = 0; i < PATTERN_SIZE; i++) {
@ -162,14 +178,16 @@ struct OpticalFlowPatch {
return num_residuals > PATTERN_SIZE / 2;
}
Vector2 pos;
VectorP data; // negative if the point is not valid
Vector2 pos = Vector2::Zero();
VectorP data = VectorP::Zero(); // negative if the point is not valid
// MatrixP3 J_se2; // total jacobian with respect to se2 warp
// Matrix3 H_se2_inv;
Matrix3P H_se2_inv_J_se2_T;
Matrix3P H_se2_inv_J_se2_T = Matrix3P::Zero();
Scalar mean;
Scalar mean = 0;
bool valid = false;
};
template <typename Scalar, typename Pattern>

34
include/basalt/optical_flow/patch_optical_flow.h
View File

@ -236,9 +236,13 @@ class PatchOpticalFlow : public OpticalFlowBase {
transform.translation() /= scale;
// Perform tracking on current level
patch_valid &=
trackPointAtLevel(pyr.lvl(level), patch_vec[level], transform);
// TODO: maybe we should better check patch validity when creating points
const auto& p = patch_vec[level];
patch_valid &= p.valid;
if (patch_valid) {
// Perform tracking on current level
patch_valid &= trackPointAtLevel(pyr.lvl(level), p, transform);
}
transform.translation() *= scale;
}
@ -260,18 +264,24 @@ class PatchOpticalFlow : public OpticalFlowBase {
transform.linear().matrix() * PatchT::pattern2;
transformed_pat.colwise() += transform.translation();
bool valid = dp.residual(img_2, transformed_pat, res);
patch_valid &= dp.residual(img_2, transformed_pat, res);
if (valid) {
Vector3 inc = -dp.H_se2_inv_J_se2_T * res;
transform *= SE2::exp(inc).matrix();
if (patch_valid) {
const Vector3 inc = -dp.H_se2_inv_J_se2_T * res;
const int filter_margin = 2;
// avoid NaN in increment (leads to SE2::exp crashing)
patch_valid &= inc.array().isFinite().all();
if (!img_2.InBounds(transform.translation(), filter_margin))
patch_valid = false;
} else {
patch_valid = false;
// avoid very large increment
patch_valid &= inc.template lpNorm<Eigen::Infinity>() < 1e6;
if (patch_valid) {
transform *= SE2::exp(inc).matrix();
const int filter_margin = 2;
patch_valid &= img_2.InBounds(transform.translation(), filter_margin);
}
}
}