carla、openDrive坐标系及相互转换

背景

在openscenario直接使用opendrive中的坐标,可以发现与carla地图中的位置并不相对应,因为carla使用的是左手坐标系,而在opendrive和openscenario中使用的是右手坐标系,因此在进行相关的数据解析时需要进行坐标的转换。下面摘抄出carla_scenario_runner中openscenario_parser中的坐标转换代码以进行查阅。

 def set_use_carla_coordinate_system():
        """
        CARLA internally uses a left-hand coordinate system (Unreal), but OpenSCENARIO and OpenDRIVE
        are intended for right-hand coordinate system. Hence, we need to invert the coordinates, if
        the scenario does not use CARLA coordinates, but instead right-hand coordinates.
        """
        OpenScenarioParser.use_carla_coordinate_system = True

    @staticmethod
    def convert_position_to_transform(position, actor_list=None):
        """
        Convert an OpenScenario position into a CARLA transform

        Not supported: Road, RelativeRoad, Lane, RelativeLane as the PythonAPI currently
                       does not provide sufficient access to OpenDrive information
                       Also not supported is Route. This can be added by checking additional
                       route information
        """

        if position.find('WorldPosition') is not None:
            world_pos = position.find('WorldPosition')
            x = float(world_pos.attrib.get('x', 0))
            y = float(world_pos.attrib.get('y', 0))
            z = float(world_pos.attrib.get('z', 0))
            yaw = math.degrees(float(world_pos.attrib.get('h', 0)))
            pitch = math.degrees(float(world_pos.attrib.get('p', 0)))
            roll = math.degrees(float(world_pos.attrib.get('r', 0)))
            if not OpenScenarioParser.use_carla_coordinate_system:
                y = y * (-1.0)
                yaw = yaw * (-1.0)
            return carla.Transform(carla.Location(x=x, y=y, z=z), carla.Rotation(yaw=yaw, pitch=pitch, roll=roll))

        elif ((position.find('RelativeWorldPosition') is not None) or
              (position.find('RelativeObjectPosition') is not None) or
              (position.find('RelativeLanePosition') is not None)):
            rel_pos = position.find('RelativeWorldPosition') or position.find(
                'RelativeObjectPosition') or position.find('RelativeLanePosition')

            # get relative object and relative position
            obj = rel_pos.attrib.get('object')
            obj_actor = None
            actor_transform = None

            if actor_list is not None:
                for actor in actor_list:
                    if actor.rolename == obj:
                        obj_actor = actor
                        actor_transform = actor.transform
            else:
                for actor in CarlaDataProvider.get_world().get_actors():
                    if 'role_name' in actor.attributes and actor.attributes['role_name'] == obj:
                        obj_actor = actor
                        actor_transform = obj_actor.get_transform()
                        break

            if obj_actor is None:
                raise AttributeError("Object '{}' provided as position reference is not known".format(obj))

            # calculate orientation h, p, r
            is_absolute = False
            if rel_pos.find('Orientation') is not None:
                orientation = rel_pos.find('Orientation')
                is_absolute = (orientation.attrib.get('type') == "absolute")
                dyaw = math.degrees(float(orientation.attrib.get('h', 0)))
                dpitch = math.degrees(float(orientation.attrib.get('p', 0)))
                droll = math.degrees(float(orientation.attrib.get('r', 0)))

            if not OpenScenarioParser.use_carla_coordinate_system:
                dyaw = dyaw * (-1.0)

            yaw = actor_transform.rotation.yaw
            pitch = actor_transform.rotation.pitch
            roll = actor_transform.rotation.roll

            if not is_absolute:
                yaw = yaw + dyaw
                pitch = pitch + dpitch
                roll = roll + droll
            else:
                yaw = dyaw
                pitch = dpitch
                roll = droll

            # calculate location x, y, z
            # dx, dy, dz
            if ((position.find('RelativeWorldPosition') is not None) or
                    (position.find('RelativeObjectPosition') is not None)):
                dx = float(rel_pos.attrib.get('dx', 0))
                dy = float(rel_pos.attrib.get('dy', 0))
                dz = float(rel_pos.attrib.get('dz', 0))

                if not OpenScenarioParser.use_carla_coordinate_system:
                    dy = dy * (-1.0)

                x = actor_transform.location.x + dx
                y = actor_transform.location.y + dy
                z = actor_transform.location.z + dz

            # dLane, ds, offset
            elif position.find('RelativeLanePosition') is not None:
                dlane = float(rel_pos.attrib.get('dLane'))
                ds = float(rel_pos.attrib.get('ds'))
                offset = float(rel_pos.attrib.get('offset'))

                carla_map = CarlaDataProvider.get_map()
                relative_waypoint = carla_map.get_waypoint(actor_transform.location)

                if dlane == 0:
                    wp = relative_waypoint
                elif dlane == -1:
                    wp = relative_waypoint.get_left_lane()
                elif dlane == 1:
                    wp = relative_waypoint.get_right_lane()
                if wp is None:
                    raise AttributeError("Object '{}' position with dLane={} is not valid".format(obj, dlane))

                wp = wp.next(ds)[-1]

                # Adapt transform according to offset
                h = math.radians(wp.transform.rotation.yaw)
                x_offset = math.sin(h) * offset
                y_offset = math.cos(h) * offset

                if OpenScenarioParser.use_carla_coordinate_system:
                    x_offset = x_offset * (-1.0)
                    y_offset = y_offset * (-1.0)

                x = wp.transform.location.x + x_offset
                y = wp.transform.location.y + y_offset
                z = wp.transform.location.z

            return carla.Transform(carla.Location(x=x, y=y, z=z), carla.Rotation(yaw=yaw, pitch=pitch, roll=roll))

        # Not implemented
        elif position.find('RoadPosition') is not None:
            raise NotImplementedError("Road positions are not yet supported")
        elif position.find('RelativeRoadPosition') is not None:
            raise NotImplementedError("RelativeRoad positions are not yet supported")
        elif position.find('LanePosition') is not None:
            lane_pos = position.find('LanePosition')
            road_id = int(lane_pos.attrib.get('roadId', 0))
            lane_id = int(lane_pos.attrib.get('laneId', 0))
            offset = float(lane_pos.attrib.get('offset', 0))
            s = float(lane_pos.attrib.get('s', 0))
            is_absolute = True
            waypoint = CarlaDataProvider.get_map().get_waypoint_xodr(road_id, lane_id, s)
            if waypoint is None:
                raise AttributeError("Lane position cannot be found")

            transform = waypoint.transform
            if lane_pos.find('Orientation') is not None:
                orientation = rel_pos.find('Orientation')
                dyaw = math.degrees(float(orientation.attrib.get('h', 0)))
                dpitch = math.degrees(float(orientation.attrib.get('p', 0)))
                droll = math.degrees(float(orientation.attrib.get('r', 0)))

                if not OpenScenarioParser.use_carla_coordinate_system:
                    dyaw = dyaw * (-1.0)

                transform.rotation.yaw = transform.rotation.yaw + dyaw
                transform.rotation.pitch = transform.rotation.pitch + dpitch
                transform.rotation.roll = transform.rotation.roll + droll

            if offset != 0:
                forward_vector = transform.rotation.get_forward_vector()
                orthogonal_vector = carla.Vector3D(x=-forward_vector.y, y=forward_vector.x, z=forward_vector.z)
                transform.location.x = transform.location.x + offset * orthogonal_vector.x
                transform.location.y = transform.location.y + offset * orthogonal_vector.y

            return transform
        elif position.find('RoutePosition') is not None:
            raise NotImplementedError("Route positions are not yet supported")
        else:
            raise AttributeError("Unknown position")
CARLA中的坐标系

OpenDrive中的坐标系
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