Designer Computer Vision API
-
class
metavision_designer_cv.
ActivityNoiseFilter
(self: metavision_designer_cv.ActivityNoiseFilter, source: metavision_designer_engine.Producer, threshold: int) → None Filters noise from events stream.
ActivityNoiseFilter will only output events if there has been at least one another event in its neighborhood in a given time window. This neighborhood is composed of the 8 pixels surrounding the given pixel.
- Parameters
source (Producer) – Producer source providing the events
threshold (int) – Length of the time window for activity filtering (in us)
-
get_threshold
(self: metavision_designer_cv.ActivityNoiseFilter) → int Returns the current value of the threshold parameter of the ActivityNoiseFilter
- Returns
Length of the time window for activity filtering (in us)
- Return type
int
-
set_threshold
(self: metavision_designer_cv.ActivityNoiseFilter, threshold: int) → None Sets the threshold parameter of the ActivityNoiseFilter
- Parameters
threshold (int) – Length of the time window for activity filtering (in us)
-
class
metavision_designer_cv.
EventCounter
(self: metavision_designer_cv.EventCounter, source: metavision_designer_engine.Producer, filename: str, step_time: int, scaling_time: int, enable_log: bool = True, threshold: float = 19.0, variance: bool = False) → None Counts the number of events in a Controller step and writes statistics to CSV.
EventCounter is a commodity class to collect statistics on event rate. It computes peak rate and average rate of a source producer and writes results to a CSV log file. It works on steps that must match the Controller slice_duration. EventCounter signals whenever the average event rate exceeds a certain threshold by updating its 2D array output. In this specific output, the 2D size is (1,1) and contains either ‘0’ when average rate is below threshold, and ‘1’ otherwise.
- Parameters
source (Producer) – Component providing the input events
filename (str) – Name of the file to generate
step_time (int) – Time interval for peak event rate computation, in us
scaling_time (int) – Time interval for average event rate computation, in us
enable_log (bool, optional) – Activate logging to CSV file (default : True)
threshold (float, optional) – Threshold for the output signal, in MEv/s (default : 20)
variance (bool, optional) – Computing variance if true (default : False)
-
enable_log
(self: metavision_designer_cv.EventCounter, state: bool) → None Enables or disables data logging
- Parameters
state (bool) – Enables logs if state = True
-
get_average_rate
(self: metavision_designer_cv.EventCounter) → tuple Retrieves the last computed average rate
- Returns
Time (in seconds) when the last average rate has been computed
float: Average rate value, in kEV/s
- Return type
float
-
get_events_number
(self: metavision_designer_cv.EventCounter) → int Retrieves the total number of events processed since the beginning
- Returns
Total number of events counted from the input source
- Return type
int
-
get_peak_rate
(self: metavision_designer_cv.EventCounter) → tuple Retrieves last computed peak rate
- Returns
Time (in seconds) when the last peak rate has been computed
float: peak rate value, in kEV/s
- Return type
float
-
polarity_to_count
(self: metavision_designer_cv.EventCounter, polarity: int) → None Counts only the events that have a given polarity. All events counted by default.
- Parameters
polarity (int) – Polarity to count. Use -1 to disable filter
-
print_stats
(self: metavision_designer_cv.EventCounter) → None Prints statistics
-
set_log_destination
(self: metavision_designer_cv.EventCounter, filename: str) → None Sets the output log file
- Parameters
filename (str) – Name of the log file to create
-
set_scaling_time_us
(self: metavision_designer_cv.EventCounter, timestamp: int) → None Sets the scaling time in microseconds for average rate computation
- Parameters
timestamp (int) – Scaling time to set
-
set_step_time_us
(self: metavision_designer_cv.EventCounter, timestamp: int) → None Sets the step time in microseconds for peak rate computation
- Parameters
timestamp (int) – Step time to set
-
class
metavision_designer_cv.
FlowFrameGenerator
(self: metavision_designer_cv.FlowFrameGenerator, ev_source: metavision_designer_engine.Producer, flow_source: metavision_designer_engine.Producer, colored: bool) → None Builds a display of sparse flow events
The FlowFrameGenerator consumes an EventCD stream from a producer and an EventOpticalFlow stream from a SparseOpticalFlow producer and generates a display image in the 2D array output.
- Parameters
ev_source (Producer) – EventCD stream producer
flow_source (Producer) – EventOpticalFlow stream producer
colored (bool) – Shows colored arrows if true
-
class
metavision_designer_cv.
SparseOpticalFlow
(self: metavision_designer_cv.SparseOpticalFlow, source: metavision_designer_engine.Producer, tuning: Metavision::SparseOpticalFlowAlgorithm::Parameters::Tuning) → None Computes a sparse Optical Flow on a stream of EventCD.
This SparseOpticalFlow component consumes a stream of EventCD from input source and generates a stream of EventOpticalFlow. It can be tuned to work either on fast or slow objects using the Tuning enum. EventOpticalFlow extends EventCD by adding velocity vectors and feature id to the input. EventOpticalFlow stream can be displayed using a FlowFrameGenerator.
- Parameters
source (Producer) – Input EventCD stream producer
tuning (Tuning) – One of FAST_OBJECTS or SLOW_OBJECTS
-
class
Tuning
(self: metavision_designer_cv.SparseOpticalFlow.Tuning, value: int) → None Members:
FAST_OBJECTS
SLOW_OBJECTS
-
property
name
-
property
-
set_height_limit
(self: metavision_designer_cv.SparseOpticalFlow, min_y: int, max_y: int) → None Sets a vertical ROI
- Parameters
min_y (int) – Min limit for vertical ROI
max_y (int) – Max limit for vertical ROI
-
class
metavision_designer_cv.
SpatioTemporalContrast
(self: metavision_designer_cv.SpatioTemporalContrast, source: metavision_designer_engine.Producer, threshold: int, cut_trail: bool = True) → None Noise filter suppressing redundant events at edge level.
The SpatioTemporalContrast filter uses the exponential response of a pixel to a change of light to filter out wrong detections and trails. For an event to be accepted, it needs to be preceded by another one in a given time window. This ensures that the contrast detection is evolving fast enough at the pixel level. Optionally, one can also cut all the following events until a change of polarity in the event stream. SpatioTemporalContrast consumes an EventCD stream and produces a filtered EventCD stream.
- Parameters
source (Producer) – Component providing the input EventCD stream
threshold (int) – Length of the time window of the filter in us
cut_trail (bool, optional) – Filter out trail events (default : True)
-
get_cut_trail
(self: metavision_designer_cv.SpatioTemporalContrast) → bool Gets the current cut trail state
Returns: bool: Current cut_trail state
-
get_threshold
(self: metavision_designer_cv.SpatioTemporalContrast) → int Gets the current threshold value
Returns: int: Current threshold value
-
set_cut_trail
(self: metavision_designer_cv.SpatioTemporalContrast, state: bool) → None Configures the cut trail state
- Parameters
state (bool) – Current cut_trail state
-
set_threshold
(self: metavision_designer_cv.SpatioTemporalContrast, threshold: int) → None Configures the filter threshold
- Parameters
timestamp (int) – Length of the time window of the filter in us
-
class
metavision_designer_cv.
TrailFilter
(self: metavision_designer_cv.TrailFilter, source: metavision_designer_engine.Producer, threshold: int) → None Suppresses consecutive events of same polarity over a fixed time window.
This filter removes the trail of events by suppressing the sequence of events having the same polarity over a fixed time window. It operates at the pixel level. Each time the event polarity changes, or the time window is passed, the filter is reset. It consumes a stream of EventCD and generates a filtered stream of EventCD.
- Parameters
source (Producer) – EventCD source
threshold (int) – Duration of the time window in us
-
get_threshold
(self: metavision_designer_cv.TrailFilter) → int Returns the current value of the threshold parameter of the TrailFilter
- Returns
Current duration of the time window in us
- Return type
int
-
set_threshold
(self: metavision_designer_cv.TrailFilter, threshold: int) → None Sets the threshold parameter of the TrailFilter
- Parameters
threshold (int) – Duration of the time window in us