search

tilemmpon / Singapore-Maritime-Dataset-Frames-Ground-Truth-Generation-and-Statistics

Repository for generating frames from the Singapore Maritime Dataset videos and converting the corresponding ground truth files. FInally, some basic statistics are generated.
38 stars 16 forks source link

Does it contains the instance segmentation? #5

Closed yaoshanliang closed 3 years ago

tilemmpon commented 3 years ago

Hello, No this dataset does not contain the instance segmentation. It only has the bounding boxes ground truth for object detection. I only used it for object detection and not instance segmentation.

yaoshanliang commented 3 years ago

I know. Thank you.

Does the author of SMD provide instance segmentation label?

tilemmpon commented 3 years ago

Unfortunately they did not. I checked again (https://sites.google.com/site/dilipprasad/home/singapore-maritime-dataset) and it seems that there was no update on the dataset. You can try to contact them directly if they plan to release instance segmentation labels.

yaoshanliang commented 3 years ago

Thank you so much.

I see that it contains track and horizon labels. Do they need to be processed in the way as you did in object detection?

tilemmpon commented 3 years ago

Track and horizon labels were not used by my code. The ground truth generation is in this file:

https://github.com/tilemmpon/Singapore-Maritime-Dataset-Frames-Ground-Truth-Generation-and-Statistics/blob/master/load_mat_into_csv_xml.py

You will need to adapt it to also export the Track and Horizon Ground Truth if you need them. Adjustments will be needed here for the CSV file for tensorflow:

https://github.com/tilemmpon/Singapore-Maritime-Dataset-Frames-Ground-Truth-Generation-and-Statistics/blob/master/load_mat_into_csv_xml.py#L117

(Please see implementation of this here: https://github.com/tilemmpon/Singapore-Maritime-Dataset-Frames-Ground-Truth-Generation-and-Statistics/blob/master/convert_mat_to_csv_LEGACY.py#L96 . You can copy it to the file above.)

and here for the VOC xml file:

https://github.com/tilemmpon/Singapore-Maritime-Dataset-Frames-Ground-Truth-Generation-and-Statistics/blob/ca35c4f4d16cf8f1cebbf1a0e7530792ab6f826f/load_mat_into_csv_xml.py#L161

yaoshanliang commented 3 years ago

You are so kind. Thank you.

tilemmpon commented 3 years ago

You're welcome. Let me know if you have other questions regarding this or open a new issue. Feel free to close this issue.