Plastic Garbage Imges Database – GaDaBa


The main idea of this website was creation of a plastic waste/garbage images database of objects constituting the typical contents of municipal waste. These groups of waste using methods of Computer Vision can be automatically selected on the sorting lines businesses for waste disposal. Digital waste images should reflect the specific conditions of the places where real objects will be located. Thus, every item placed in this database is presented in different lighting conditions and in a different position in relation to the image recorder, different degrees of deformation, purity and in a different environment. The images created in the collection were divided into groups depending on the type of material from which individual objects were made. Seven groups of materials were adopted for international designations - Fig. 1.


Fig. 1. Plastics type marks

  • 1 - PET - polyethylene terephthalate
  • 2 - HDPE - high-density polyethylene
  • 3 - PVC - polyvinyl chloride
  • 4 - LDPE - low-density polyethylene
  • 5 - PP - polypropylene
  • 6 - PS - polystyrene
  • 7 - Other


The parameters of photographs:
  • fullHd - size 1920x1080 or 1920x1440 pixels
  • resolution 96 dpi
  • colour palette RBG 24 bits
  • file format JPG

Concerning parameters of photographs, single images have size about 250-300 kB. Sample images are shown in Fig 2.



Fig. 2. Sample images.

Characteristic of the database version A

Unique images
Total number of objects - 2524
Total number of images - 2524
Number of imkages in each group:
  • 1 - PET - 444
  • 2 - HDPE - 400
  • 3 - PVC - 255
  • 4 - LDPE - 355
  • 5 - PP - 427
  • 6 - PS - 425
  • 7 - Other- 218

Characteristic of the database version B

Unique images with flipped up-down left-right images
Total number of objects - 2524
Total number of images - 10096
Number of images in each group:
  • 1 - PET - 1776
  • 2 - HDPE - 1600
  • 3 - PVC - 1020
  • 4 - LDPE - 1420
  • 5 - PP - 1708
  • 6 - PS - 1700
  • 7 - Other- 872

Characteristic of the database version C

Dedicated for deep learning.
Unique images with flipped up-down left-right images and rotation every 18 degrees
Total number of objects - 2524
Total number of images - 201920
Number of images in each group:
  • 1 - PET - 35520
  • 2 - HDPE - 32000
  • 3 - PVC - 20400
  • 4 - LDPE - 28400
  • 5 - PP - 34160
  • 6 - PS - 34000
  • 7 - Other- 17440

Term of use

In order to obtain the GaDaba image database, please contact johngarbage75@gmail.com .
You will receive details about transfer bank.
After payment is received, you will receive a link to download the data.

PRICES
Version A - 2000 €

Contact

johngarbage75(at)gmail.com

Links

Free database
Wadaba

Greenpeace
Greenpeace

Conferences
Recycling

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