I found somewhere on this forum a launch file, that after modifying some topics started to work. I pass below the content of launch file if sb. will need it in future. Due to lack of carma I cannot mark it as correct answer
<!-- This file demonstrates the use of SIFT features for online SLAM with a Kinect.
The openni driver has to be started seperately -->
<launch>
<node cwd="node" name="rgbdslam" output="log" pkg="rgbdslam" required="false" type="rgbdslam">
<!-- see rgbslam_sample_config.launch for all available parameters and their default values -->
<param name="config/topic_image_mono" value="/camera/rgb/image_color"></param>
<param name="config/topic_image_depth" value="/camera/depth/image"></param>
<param name="config/topic_points" value=""></param> <!--if empty, poincloud will be reconstructed from image and depth -->
<param name="config/camera_info_topic" value="/camera/rgb/camera_info"></param>
<param name="config/bagfile_name" value="/home/wilk/fuerte_workspace/sandbox/rgbdslam_datasets_rosbag/rgbd_dataset_freiburg2_xyz.bag"></param>
<param name="config/start_paused" value="true"></param>
<param name="config/wide_topic" value=""></param>;
<param name="config/wide_cloud_topic" value=""></param>;
<param name="config/drop_async_frames" value="true"></param> <!-- Check association of depth and visual image, reject if not in sync -->
<param name="config/feature_detector_type" value="SURF"></param><!-- If SIFTGPU is enabled in CMakeLists.txt, use SURF here -->
<param name="config/feature_extractor_type" value="SURF"></param><!-- If SIFTGPU is enabled in CMakeLists.txt, use SURF here -->
<param name="config/matcher_type" value="FLANN"></param> <!-- FLANN (not avail for ORB features), SIFTGPU (only for SIFTGPU detector) or BRUTEFORCE-->
<param name="config/max_keypoints" value="2000"></param><!-- Extract no more than this many keypoints (not honored by SIFTGPU)-->
<param name="config/min_keypoints" value="1600"></param><!-- Extract no less than this many ... -->
<param name="config/optimizer_skip_step" value="5"></param><!-- optimize every n-th frame -->
<param name="config/store_pointclouds" value="true"></param> <!-- if, e.g., only trajectory is required, setting this to false saves lots of memory -->
<param name="config/individual_cloud_out_topic" value="/rgbdslam/batch_clouds"></param>;
<param name="/config/use_gui" value="true"></param>
<!-- see rgbslam_sample_config.launch for all available parameters and their default values -->
</node>
</launch>