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monocongo/cvdata
Create class for performing creation and manipulation of datasets

Create a dataset API that allows a user to specify - [ ] download source(s) (OpenImages, COCO, private repo, etc.) - [ ] labels - [ ] resize dimensions - [ ] train/valid/test split - [ ] output ...
  • monocongo
  • Opened 
    on Nov 26, 2019
  • #35

monocongo/cvdata
Add sanitize script/module to clean up datasets

- [x] convert images from PNG to JPG - [x] relabel annotations - [x] resize bounding boxes if dimensions don t match - [x] clip bounding boxes if too large for dimensions - [x] reverse max and ...
enhancement
  • monocongo
  • 1
  • Opened 
    on Nov 25, 2019
  • #34

monocongo/cvdata
Add conversion function to convert from PNG to JPG and update associated annotation files

Create a function within convert.py that will convert PNG image files to JPG format and update any associated annotation files that reference the file by name/extension (such as PASCAL).
enhancement
  • monocongo
  • 2
  • Opened 
    on Nov 25, 2019
  • #33

monocongo/cvdata
Add visualization for TFRecords

TFRecord files can come in various formats depending on how they re written (there s no standard layout from what I can tell). We ll first provide support for the TFRecord files created by the NVIDIA TLT ...
enhancement
  • monocongo
  • 1
  • Opened 
    on Nov 25, 2019
  • #32

monocongo/cvdata
Add script/module for download of pistols dataset from University of Granada

images: https://sci2s.ugr.es/sites/default/files/files/TematicWebSites/WeaponsDetection/BasesDeDatos/WeaponS.zip annotations (in PASCAL VOC format): https://sci2s.ugr.es/sites/default/files/files/TematicWebSites/WeaponsDetection/BasesDeDatos/WeaponS_bbox.zip ...
enhancement
  • monocongo
  • Opened 
    on Nov 21, 2019
  • #31

monocongo/cvdata
Add analysis for dataset

Add script/module for analysis of a dataset. - [x] number of image classes (labels) - [x] count of labels (per label) - [x] train/val/test percentages - [x] file IDs for each label
  • monocongo
  • 1
  • Opened 
    on Nov 21, 2019
  • #30

monocongo/cvdata
Add script/module for applying an exclusion filter

Provide a script/module that allows a user to apply a list of files to be excluded from a dataset. Use CLI arguments for the annotation format, the directory for images, and associated annotations (either ...
enhancement
  • monocongo
  • 1
  • Opened 
    on Nov 20, 2019
  • #27

monocongo/cvdata
Add OpenImages CSV as supported format for visualization tool

Add the ability to visualize an OpenImages dataset created from downloads from OpenImages and/or a dataset in the OpenImages CSV format resulting from a call to one of the functions of cvdata/convert.py ...
enhancement
  • monocongo
  • 1
  • Opened 
    on Nov 20, 2019
  • #24

monocongo/cvdata
Make splitting optional in conversion functions

Currently, there is a default 0.7/0.2/0.1 train/valid/test split for several conversion functions. Make this optional so as to facilitate using the conversion functions on datasets that are already split. ...
enhancement
  • monocongo
  • 1
  • Opened 
    on Nov 20, 2019
  • #23

monocongo/cvdata
Script/module for splitting dataset into train/valid/test subsets

Create a script/module for splitting a dataset into train/valid/test subsets.
enhancement
  • monocongo
  • 1
  • Opened 
    on Nov 19, 2019
  • #22
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