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Article
Peer-Review Record

Visual Localization and Target Perception Based on Panoptic Segmentation

Remote Sens. 2022, 14(16), 3983; https://doi.org/10.3390/rs14163983
by Kefeng Lv, Yongsheng Zhang, Ying Yu *, Zhenchao Zhang and Lei Li
Reviewer 1: Anonymous
Reviewer 2:
Remote Sens. 2022, 14(16), 3983; https://doi.org/10.3390/rs14163983
Submission received: 27 June 2022 / Revised: 6 August 2022 / Accepted: 14 August 2022 / Published: 16 August 2022

Round 1

Reviewer 1 Report

This paper presents a visual localization technique using semantic information. The proposed technique integrates panoptic segmentation and the matching network to refine the sensor’ position and orientation, and complete the target perception.

The manuscript is well written and organized and the reported results and comparisons are convincing.

I recommend to  add a pseudocode of the proposed methodology  and correct some minor typos in the text.

Finally,  an evaluation of the  time costs for the proposed methodology must be performed.       

 

Author Response

Please see the attachment.

Author Response File: Author Response.pdf

Reviewer 2 Report

An improved algorithm is presented, which seems to make a long-term visual localisation more accurate in a variety of environments, although computational cost is too high for real-time applications. Anyways, the algorithm may help as a ground truth source when faster NN solutions are being developed.

There are few typos, which could be corrected:
P3:  *Extensive --> Extensive

P6: posse --> pose 

P14: results.by --> results. By

P15: peception --> perception 

Author Response

Please see the attachment.

Author Response File: Author Response.pdf

Round 2

Reviewer 1 Report

The authors partially replied to my comments and suggestions.

However, what has been done during this review round is enough to make this manuscript publishable in its present form. So I can advise to accept it.

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