gtsam/python/gtsam/tests/test_DsfTrackGenerator.py

97 lines
2.9 KiB
Python

"""Unit tests for track generation using a Disjoint Set Forest data structure.
Authors: John Lambert
"""
import unittest
import gtsam
import numpy as np
from gtsam import IndexPair, KeypointsVector, MatchIndicesMap, Point2, SfmMeasurementVector, SfmTrack2d
from gtsam.gtsfm import Keypoints
from gtsam.utils.test_case import GtsamTestCase
class TestDsfTrackGenerator(GtsamTestCase):
"""Tests for DsfTrackGenerator."""
def test_track_generation(self) -> None:
"""Ensures that DSF generates three tracks from measurements
in 3 images (H=200,W=400)."""
kps_i0 = Keypoints(np.array([[10.0, 20], [30, 40]]))
kps_i1 = Keypoints(np.array([[50.0, 60], [70, 80], [90, 100]]))
kps_i2 = Keypoints(np.array([[110.0, 120], [130, 140]]))
keypoints_list = KeypointsVector()
keypoints_list.append(kps_i0)
keypoints_list.append(kps_i1)
keypoints_list.append(kps_i2)
# For each image pair (i1,i2), we provide a (K,2) matrix
# of corresponding image indices (k1,k2).
matches_dict = MatchIndicesMap()
matches_dict[IndexPair(0, 1)] = np.array([[0, 0], [1, 1]])
matches_dict[IndexPair(1, 2)] = np.array([[2, 0], [1, 1]])
tracks = gtsam.gtsfm.tracksFromPairwiseMatches(
matches_dict,
keypoints_list,
verbose=False,
)
assert len(tracks) == 3
# Verify track 0.
track0 = tracks[0]
assert track0.numberMeasurements() == 2
np.testing.assert_allclose(track0.measurements[0][1], Point2(10, 20))
np.testing.assert_allclose(track0.measurements[1][1], Point2(50, 60))
assert track0.measurements[0][0] == 0
assert track0.measurements[1][0] == 1
np.testing.assert_allclose(
track0.measurementMatrix(),
[
[10, 20],
[50, 60],
],
)
np.testing.assert_allclose(track0.indexVector(), [0, 1])
# Verify track 1.
track1 = tracks[1]
np.testing.assert_allclose(
track1.measurementMatrix(),
[
[30, 40],
[70, 80],
[130, 140],
],
)
np.testing.assert_allclose(track1.indexVector(), [0, 1, 2])
# Verify track 2.
track2 = tracks[2]
np.testing.assert_allclose(
track2.measurementMatrix(),
[
[90, 100],
[110, 120],
],
)
np.testing.assert_allclose(track2.indexVector(), [1, 2])
class TestSfmTrack2d(GtsamTestCase):
"""Tests for SfmTrack2d."""
def test_sfm_track_2d_constructor(self) -> None:
""" """
measurements = SfmMeasurementVector()
measurements.append((0, Point2(10, 20)))
track = SfmTrack2d(measurements=measurements)
track.measurement(0)
track.numberMeasurements() == 1
if __name__ == "__main__":
unittest.main()