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14 changes: 13 additions & 1 deletion sync-imu-video.py
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,11 @@
from scipy import interpolate


def simulate_imu_data(filename):
from utils.gt_to_angular_velocity import simulate_angular_velocity
return simulate_angular_velocity(filename)


class OpticalFlowComputer:
def __init__(self, fn, args):
self.cap = cv.VideoCapture(fn)
Expand Down Expand Up @@ -165,6 +170,7 @@ def findMinimumError(gyro_time, gyro_angular_speed, fn, fn_range, offsets):
p.add_argument('--resize_width', type=int, default=200)
p.add_argument('--output', help="data.jsonl with frame timestamp shifted to match gyroscope timestamps")
p.add_argument('--maxOffset', help="Maximum offset between gyro and frame times in seconds", type=float, default=5.0)
p.add_argument("--simulate_imu", help="Simulates imu signal from groundTruth/GPS poses", action="store_true")

args = p.parse_args()

Expand All @@ -183,14 +189,20 @@ def findMinimumError(gyro_time, gyro_angular_speed, fn, fn_range, offsets):
data = slurpJson(args.data)
prevFrameTime = None
for entry in data:
if "sensor" in entry and entry["sensor"]["type"] == "gyroscope":
if not args.simulate_imu and "sensor" in entry and entry["sensor"]["type"] == "gyroscope":
gyroTimes.append(entry["time"])
gyroSpeed.append(np.linalg.norm(entry["sensor"]["values"]))
elif "frames" in entry:
if prevFrameTime != None:
frameTimes.append((prevFrameTime + entry["time"]) / 2.0)
prevFrameTime = entry["time"]

if args.simulate_imu:
simulatedGyro = simulate_imu_data(args.data)
gyroTimes = simulatedGyro[:,0]
xyz = simulatedGyro[:, 1:4]
gyroSpeed = np.linalg.norm(xyz, axis=1)

if args.max_frames > 0:
frameTimes = frameTimes[args.skip_first_n_frames : args.skip_first_n_frames + args.max_frames]
gyroSpeed = [gyroSpeed[i] for i, t in enumerate(gyroTimes) if t >= frameTimes[0] and t <= frameTimes[-1]]
Expand Down
14 changes: 11 additions & 3 deletions utils/gt_to_angular_velocity.py
Original file line number Diff line number Diff line change
Expand Up @@ -33,13 +33,14 @@ def compute_angular_velocities(gt, key):
angular_speed = []
euler_ori = []
time = []
orientationKey = "orientation" if "orientation" in prev[key] else "enuOrientation"
for index, cur in enumerate(gt):
if index == 0: continue
dt = cur["time"] - prev["time"]
if dt == 0.0: continue
angular, speed = angular_velocity(
ori_to_quat(prev[key]["orientation"]),
ori_to_quat(cur[key]["orientation"]),
ori_to_quat(prev[key][orientationKey]),
ori_to_quat(cur[key][orientationKey]),
dt
)
time.append((prev["time"] + cur["time"]) * .5)
Expand All @@ -53,10 +54,17 @@ def compute_angular_velocities(gt, key):
return (np.array(time).T, np.array(angular_velocities), np.array(euler_ori), np.array(angular_speed))


def simulate_angular_velocity(input, gtName="groundTruth"):
def simulate_angular_velocity(input, gtName=None):
data = []
validGtNames = ["groundTruth", "gps"]
with open(input) as f:
for line in f.readlines():
if gtName == None:
for n in validGtNames:
if n in line:
gtName = n
break
if not gtName: continue
if not gtName in line: continue
data.append(json.loads(line))
gt_time, gt_angular, gt_euler, gt_angular_speed = compute_angular_velocities(data, gtName)
Expand Down