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Fix local_map_updater for temporal keyframe
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ymd-stella committed Dec 10, 2023
1 parent eb1c044 commit ad295fc
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Showing 2 changed files with 36 additions and 11 deletions.
41 changes: 32 additions & 9 deletions src/stella_vslam/module/local_map_updater.cc
Original file line number Diff line number Diff line change
Expand Up @@ -27,7 +27,7 @@ bool local_map_updater::acquire_local_map(const std::vector<std::shared_ptr<data
const unsigned int num_keypts,
unsigned int keyframe_id_threshold) {
const auto local_keyfrms_was_found = find_local_keyframes(frm_lms, num_keypts, keyframe_id_threshold);
const auto local_lms_was_found = find_local_landmarks(frm_lms, num_keypts);
const auto local_lms_was_found = find_local_landmarks(frm_lms, num_keypts, keyframe_id_threshold);
return local_keyfrms_was_found && local_lms_was_found;
}

Expand All @@ -42,7 +42,7 @@ bool local_map_updater::find_local_keyframes(const std::vector<std::shared_ptr<d

std::unordered_set<unsigned int> already_found_keyfrm_ids;
const auto first_local_keyfrms = find_first_local_keyframes(num_shared_lms_and_keyfrm, already_found_keyfrm_ids);
const auto second_local_keyfrms = find_second_local_keyframes(first_local_keyfrms, already_found_keyfrm_ids);
const auto second_local_keyfrms = find_second_local_keyframes(first_local_keyfrms, already_found_keyfrm_ids, keyframe_id_threshold);
local_keyfrms_ = first_local_keyfrms;
std::copy(second_local_keyfrms.begin(), second_local_keyfrms.end(), std::back_inserter(local_keyfrms_));
return true;
Expand Down Expand Up @@ -120,19 +120,23 @@ auto local_map_updater::find_first_local_keyframes(
}

auto local_map_updater::find_second_local_keyframes(const std::vector<std::shared_ptr<data::keyframe>>& first_local_keyframes,
std::unordered_set<unsigned int>& already_found_keyfrm_ids) const
std::unordered_set<unsigned int>& already_found_keyfrm_ids,
unsigned int keyframe_id_threshold) const
-> std::vector<std::shared_ptr<data::keyframe>> {
std::vector<std::shared_ptr<data::keyframe>> second_local_keyfrms;
second_local_keyfrms.reserve(4 * first_local_keyframes.size());

// add the second-order keyframes to the local landmarks
auto add_second_local_keyframe = [this, &second_local_keyfrms, &already_found_keyfrm_ids](const std::shared_ptr<data::keyframe>& keyfrm) {
auto add_second_local_keyframe = [this, &second_local_keyfrms, &already_found_keyfrm_ids, keyframe_id_threshold](const std::shared_ptr<data::keyframe>& keyfrm) {
if (!keyfrm) {
return false;
}
if (keyfrm->will_be_erased()) {
return false;
}
if (keyframe_id_threshold > 0 && keyfrm->id_ >= keyframe_id_threshold) {
return false;
}
// avoid duplication
if (already_found_keyfrm_ids.count(keyfrm->id_)) {
return false;
Expand All @@ -151,16 +155,18 @@ auto local_map_updater::find_second_local_keyframes(const std::vector<std::share
// covisibilities of the neighbor keyframe
const auto neighbors = keyfrm->graph_node_->get_top_n_covisibilities(10);
for (const auto& neighbor : neighbors) {
if (add_second_local_keyframe(neighbor)) {
break;
add_second_local_keyframe(neighbor);
if (max_num_local_keyfrms_ < first_local_keyframes.size() + second_local_keyfrms.size()) {
return second_local_keyfrms;
}
}

// children of the spanning tree
const auto spanning_children = keyfrm->graph_node_->get_spanning_children();
for (const auto& child : spanning_children) {
if (add_second_local_keyframe(child)) {
break;
add_second_local_keyframe(child);
if (max_num_local_keyfrms_ < first_local_keyframes.size() + second_local_keyfrms.size()) {
return second_local_keyfrms;
}
}

Expand All @@ -173,7 +179,8 @@ auto local_map_updater::find_second_local_keyframes(const std::vector<std::share
}

bool local_map_updater::find_local_landmarks(const std::vector<std::shared_ptr<data::landmark>>& frm_lms,
const unsigned int num_keypts) {
const unsigned int num_keypts,
unsigned int keyframe_id_threshold) {
local_lms_.clear();
local_lms_.reserve(50 * local_keyfrms_.size());

Expand Down Expand Up @@ -205,6 +212,22 @@ bool local_map_updater::find_local_landmarks(const std::vector<std::shared_ptr<d
}
already_found_lms_ids.insert(lm->id_);

if (keyframe_id_threshold > 0) {
const auto observations = lm->get_observations();
unsigned int temporal_observations = 0;
for (auto obs : observations) {
auto keyfrm = obs.first.lock();
if (keyfrm->id_ >= keyframe_id_threshold) {
++temporal_observations;
}
}
const double temporal_ratio_thr = 0.5;
double temporal_ratio = static_cast<double>(temporal_observations) / observations.size();
if (temporal_ratio > temporal_ratio_thr) {
continue;
}
}

local_lms_.push_back(lm);
}
}
Expand Down
6 changes: 4 additions & 2 deletions src/stella_vslam/module/local_map_updater.h
Original file line number Diff line number Diff line change
Expand Up @@ -58,12 +58,14 @@ class local_map_updater {

//! Find the second-order local keyframes
auto find_second_local_keyframes(const std::vector<std::shared_ptr<data::keyframe>>& first_local_keyframes,
std::unordered_set<unsigned int>& already_found_ids) const
std::unordered_set<unsigned int>& already_found_ids,
unsigned int keyframe_id_threshold) const
-> std::vector<std::shared_ptr<data::keyframe>>;

//! Find the local landmarks
bool find_local_landmarks(const std::vector<std::shared_ptr<data::landmark>>& frm_lms,
const unsigned int num_keypts);
const unsigned int num_keypts,
unsigned int keyframe_id_threshold);

// maximum number of the local keyframes
const unsigned int max_num_local_keyfrms_;
Expand Down

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