toolbox

All kinds of utils for format convertion or something else (described in readme files)
Each python file matches some samples inside.
More details are marked in the python files as annotation or README.md file inside the folder.

converter

Some conversion files included here,I'll update it if necessary.

• txt2voc
  The tool inside helps you to conver txt in certain format to voc format.
  Provided txt labels ground truth in form of NWPU VHR-10 , it's not a hard job to change related code for your owm labels.
  NWPU VHR-10's label is showed as follow:

2,(270,296),(358,685)
2,(366,278),(453,661)
4,(541,633),(727,698)

• voc2txt
  User-friendly work for extracting imformation from xml files. And an example is attached for better understanding.

• labelme2COCO
  It's a bit hard to finish this work , cause the widespread wrong version about it , I hate plagiarism :)
  This tool helps you to convert json file created by labelme to COCO style for training.
  Attentions:
  1.If you want to label the segmentation mask , there is no need to label bbox!(Or bugs arised)
  2.When using labelme , pls named mask according to COCO format,such as vehicle_car_1.(supercategory,category,instance id)

• voc2coco
  Just use it.

• voc2yolo
  Yolo format: class_id + Normalized xywh (id markded from 0) for each row.

dataset

• tiny_data_partition & data_partition Helpful of partition for dataset.

• generate_imageset
  Generate trainval setting files.
  (Two mode included:yolo and voc)

• operate_on_datasets
  Operations on dataset , such as copy, label matching.

data augmentation

• augmentation
  Various kinds of data augmentation implementions as well as some demos are concluded inside .

drawbox

• drawbox
  Useful tool for drawing bbox through providied points.The only customed part is your points obtaining function.

matplotlib

Provided a template for plotting 2D and 3D figure.

log_show

Visualization for training log files.

Spider

Easy implemention for crawling info from website.

other tools

• img_format_trans
  A simple tool for conversion of image format.

• visdom-train-example
  A example for training while monitoring on loss and ac curve.More details and attention have been attached to file inside.

• python-cmd
  Linux command execution through python file , provided as a easy but sufficient demo.
  Beside,exec commond also helps for many cases ,take good use of it.(such as drawing pictures)

• crop_bbox_and_save
  Crop bbox area from raw image and save for other usage.

• K-means
  K-means implement for box clustering.

• skewiou
  For skewiou calc.