// Copyright 2020 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#ifndef MEDIAPIPE_UTIL_FILTERING_RELATIVE_VELOCITY_FILTER_H_
#define MEDIAPIPE_UTIL_FILTERING_RELATIVE_VELOCITY_FILTER_H_
#include <deque>
#include <memory>
#include "absl/time/time.h"
#include "mediapipe/util/filtering/low_pass_filter.h"
namespace mediapipe {
// This filter keeps track (on a window of specified size) of
// value changes over time, which as result gives us velocity of how value
// changes over time. With higher velocity it weights new values higher.
//
// Use @window_size and @velocity_scale to tweak this filter for your use case.
//
// - higher @window_size adds to lag and to stability
// - lower @velocity_scale adds to lag and to stability
class RelativeVelocityFilter {
public:
enum class DistanceEstimationMode {
// When the value scale changes, uses a heuristic
// that is not translation invariant (see the implementation for details).
kLegacyTransition,
// The current (i.e. last) value scale is always used for scale estimation.
// When using this mode, the filter is translation invariant, i.e.
// Filter(Data + Offset) = Filter(Data) + Offset.
kForceCurrentScale,
kDefault = kLegacyTransition
};
public:
RelativeVelocityFilter(size_t window_size, float velocity_scale,
DistanceEstimationMode distance_mode)
: max_window_size_{window_size},
window_{window_size},
velocity_scale_{velocity_scale},
distance_mode_{distance_mode} {}
RelativeVelocityFilter(size_t window_size, float velocity_scale)
: RelativeVelocityFilter{window_size, velocity_scale,
DistanceEstimationMode::kDefault} {}
// Applies filter to the value.
// @timestamp - timestamp associated with the value (for instance,
// timestamp of the frame where you got value from)
// @value_scale - value scale (for instance, if your value is a distance
// detected on a frame, it can look same on different
// devices but have quite different absolute values due
// to different resolution, you should come up with an
// appropriate parameter for your particular use case)
// @value - value to filter
float Apply(absl::Duration timestamp, float value_scale, float value);
private:
struct WindowElement {
float distance;
int64_t duration;
};
float last_value_{0.0};
float last_value_scale_{1.0};
int64_t last_timestamp_{-1};
size_t max_window_size_;
std::deque<WindowElement> window_;
LowPassFilter low_pass_filter_{1.0f};
float velocity_scale_;
DistanceEstimationMode distance_mode_;
};
} // namespace mediapipe
#endif // MEDIAPIPE_UTIL_FILTERING_RELATIVE_VELOCITY_FILTER_H_