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hzhongresearch/quickfind_mask_data

QuickFind mask data QuickFind is a fast segmentation and object detection algorithm using only depth maps. Depth maps are images captured from depth sensors like Kinect. The idea is in the future depth sensors will be common so such an algorithm will be useful. This project was created during my PhD. The associated research paper was presented at PerCom Workshops 2016. The data contains amended ground truth of the RGB-D Scenes dataset used in the QuickFind paper. The ground… See the full description on the dataset page: https://huggingface.co/datasets/hzhongresearch/quickfind_mask_data.

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QuickFind mask data

QuickFind is a fast segmentation and object detection algorithm using only depth maps. Depth maps are images captured from depth sensors like Kinect. The idea is in the future depth sensors will be common so such an algorithm will be useful. This project was created during my PhD. The associated research paper was presented at PerCom Workshops 2016.

The data contains amended ground truth of the RGB-D Scenes dataset used in the QuickFind paper. The ground truth in the original RGB-D scenes dataset had many errors so I manually traced out the location of each object. Credit for RGB-D Scenes goes to Lai et al. Please visit their site and credit them if you use my amended data in conjunction with their RGB-D Scenes dataset.

This is the dataset for QuickFind.

Description of data

Each file is 24 bit, 3 channel in PNG format.

The RGB values for each object class.

Object classObject instanceRGB
Bowlbowl_225500
Bowlbowl_32552550
Bowlbowl_402550
Capcap_10255255
Capcap_300255
Capcap_42550255
Cerealcereal_119200
Cerealcereal_21921920
Cerealcereal_401920
Coffeecoffeemug112800
Coffeecoffeemug41281280
Coffeecoffeemug501280
Coffeecoffeemug60128128
Flashlightflashlight_16400
Flashlightflashlight_264640
Flashlightflashlight_30640
Flashlightflashlight_506464
Sodasodacan100192
Sodasodacan31920192
Sodasodacan4646464
Sodasodacan5192192192
Sodasodacan6128128128

Links

Licence

Copyright 2016 HENRY ZHONG. The data is released under CC BY 4.0. See LICENCE.txt.

If you use this work please cite our paper.

@inproceedings{zhong2016quickfind,
  title={Quickfind: Fast and contact-free object detection using a depth sensor},
  author={Zhong, Henry and Kanhere, Salil S and Chou, Chun Tung},
  booktitle={Pervasive Computing and Communication Workshops (PerCom Workshops), 2016 IEEE International Conference on},
  pages={1--6},
  year={2016},
  organization={IEEE}
}