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Correction made to correctly orient the Point cloud data:

<1> Modify link name from link to camera_link in above Kinect's Gazebo model.

<model name="kinect">
      <static>true</static>
      <pose>1.274070 -0.011558 1.961223 0.021866 0.611102 -3.121294</pose>
      <link name="camera_link">
        <inertial>
          <mass>0.1</mass>
        </inertial>
        <collision name="collision">
          <geometry>
            <box>
              <size>0.073000 0.276000 0.072000</size>
            </box>
          </geometry>
        </collision>
        <visual name="visual">
          <geometry>
            <mesh>
              <uri>model://kinect/meshes/kinect.dae</uri>
            </mesh>
          </geometry>
        </visual>
        <sensor name='camera' type='depth'>
          <update_rate>20</update_rate>
          <camera name='__default__'>
            <horizontal_fov>1.0472</horizontal_fov>
            <image>
              <width>640</width>
              <height>480</height>
              <format>R8G8B8</format>
            </image>
            <clip>
              <near>0.05</near>
              <far>3</far>
            </clip>
          </camera>
          <plugin name="kinect_camera_controller" filename="libgazebo_ros_openni_kinect.so">
            <baseline>0.1</baseline>
            <alwaysOn>true</alwaysOn>
            <updateRate>15.0</updateRate>
            <cameraName>camera</cameraName>
            <imageTopicName>/camera/rgb/image_raw</imageTopicName>
            <cameraInfoTopicName>/camera/rgb/camera_info</cameraInfoTopicName>
            <depthImageTopicName>/camera/depth_registered/image_raw</depthImageTopicName>
            <depthImageCameraInfoTopicName>/camera/depth_registered/camera_info</depthImageCameraInfoTopicName>
            <pointCloudTopicName>/camera/depth_registered/points</pointCloudTopicName>
            <frameName>camera_rgb_optical_frame</frameName>
            <distortion_k1>0.00000001</distortion_k1>
            <distortion_k2>0.00000001</distortion_k2>
            <distortion_k3>0.00000001</distortion_k3>
            <distortion_t1>0.00000001</distortion_t1>
            <distortion_t2>0.00000001</distortion_t2>
            <pointCloudCutoff>0.35</pointCloudCutoff>
            <pointCloudCutoffMax>4.5</pointCloudCutoffMax>
            <CxPrime>0</CxPrime>
            <Cx>0</Cx>
            <Cy>0</Cy>
            <focalLength>0</focalLength>
            <hackBaseline>0</hackBaseline>
          </plugin>
        </sensor>
        <self_collide>0</self_collide>
        <kinematic>0</kinematic>
      </link>
    </model>

<2> Add static transform as suggested by Gaurav Gupta

<node  name="world_to_cameralink_transform_publisher"    
       pkg="tf" 
       type="static_transform_publisher" 
       args="1.274070 -0.011558 1.961223 -3.121294 0.611102 0.021866 world camera_link 100"/> 

<node   name="kinect_optical_transform" 
        pkg="tf" 
        type="static_transform_publisher" 
        args="0 0 0 -1.5707 0 -1.5707 camera_link camera_rgb_optical_frame 100"/>

Final output

image description

Correction Modifications made to correctly orient the Point cloud data:

<1> Modify Change link name from link to camera_link in above Kinect's Gazebo model.

<model name="kinect">
      <static>true</static>
      <pose>1.274070 -0.011558 1.961223 0.021866 0.611102 -3.121294</pose>
      <link name="camera_link">
        <inertial>
          <mass>0.1</mass>
        </inertial>
        <collision name="collision">
          <geometry>
            <box>
              <size>0.073000 0.276000 0.072000</size>
            </box>
          </geometry>
        </collision>
        <visual name="visual">
          <geometry>
            <mesh>
              <uri>model://kinect/meshes/kinect.dae</uri>
            </mesh>
          </geometry>
        </visual>
        <sensor name='camera' type='depth'>
          <update_rate>20</update_rate>
          <camera name='__default__'>
            <horizontal_fov>1.0472</horizontal_fov>
            <image>
              <width>640</width>
              <height>480</height>
              <format>R8G8B8</format>
            </image>
            <clip>
              <near>0.05</near>
              <far>3</far>
            </clip>
          </camera>
          <plugin name="kinect_camera_controller" filename="libgazebo_ros_openni_kinect.so">
            <baseline>0.1</baseline>
            <alwaysOn>true</alwaysOn>
            <updateRate>15.0</updateRate>
            <cameraName>camera</cameraName>
            <imageTopicName>/camera/rgb/image_raw</imageTopicName>
            <cameraInfoTopicName>/camera/rgb/camera_info</cameraInfoTopicName>
            <depthImageTopicName>/camera/depth_registered/image_raw</depthImageTopicName>
            <depthImageCameraInfoTopicName>/camera/depth_registered/camera_info</depthImageCameraInfoTopicName>
            <pointCloudTopicName>/camera/depth_registered/points</pointCloudTopicName>
            <frameName>camera_rgb_optical_frame</frameName>
            <distortion_k1>0.00000001</distortion_k1>
            <distortion_k2>0.00000001</distortion_k2>
            <distortion_k3>0.00000001</distortion_k3>
            <distortion_t1>0.00000001</distortion_t1>
            <distortion_t2>0.00000001</distortion_t2>
            <pointCloudCutoff>0.35</pointCloudCutoff>
            <pointCloudCutoffMax>4.5</pointCloudCutoffMax>
            <CxPrime>0</CxPrime>
            <Cx>0</Cx>
            <Cy>0</Cy>
            <focalLength>0</focalLength>
            <hackBaseline>0</hackBaseline>
          </plugin>
        </sensor>
        <self_collide>0</self_collide>
        <kinematic>0</kinematic>
      </link>
    </model>

<2> Add static transform nodes as suggested by Gaurav Gupta

<node  name="world_to_cameralink_transform_publisher"    
       pkg="tf" 
       type="static_transform_publisher" 
       args="1.274070 -0.011558 1.961223 -3.121294 0.611102 0.021866 world camera_link 100"/> 

<node   name="kinect_optical_transform" 
        pkg="tf" 
        type="static_transform_publisher" 
        args="0 0 0 -1.5707 0 -1.5707 camera_link camera_rgb_optical_frame 100"/>

Final output

image description