各种cv工具，比如labeltools，dataaugmentation，labelconversion等。___下载.zip

# toolbox Various tools for computer vision</br> ## converter Codes for label format conversion.</br> * **toCOCO**</br> I have achieved the conversion to coco annotations including: `IC15`, `HRSC2016`, `UCAS-AOS`, `NWPU VHR 10`. and `VOC`. Besides, it also supports `labelme` annotations converted to COCO format. * **toDOTA** The codes in this part support the conversion of data annotations from `IC15`, `HRSC2016`, `UCAS-AOS`, `NWPU VHR 10` into polygonal form of `DOTA` annotations. And it also supports the preprocessing code of the corresponding datasets and the `.json` files generation codes. * **toTXT** Convert to the label format required for mAP calculation, the calculation code refers to my [implementation](https://github.com/ming71/toolbox/tree/master/mAP) here (for rbox). * **toYOLO** This part will no longer be maintained and it supports both `xml` and `ICDAR` formats. * **MSRA-TD500** Support evaluation on MSRA-TD500 with IC15 scripts. ## dataset * **DOTA_devkit** Toolkits for DOTA datasets, with some annotations and modification attached. * **dataset_partition** Dataset partition for train, val, test part. **Note**: `x2` means train + val, `x3` means train + val + test. Remember to enlarge val & test set if your dataset is tiny. (such as 6:2:2) * **subdataset_generation** Division of subset from total dataset, used for hyperparameter adjust. (you can regard it as `x1` dataset_partition) * **generate_imageset** Generate image absolute path for easy training. Supported data sets include: `IC13`, `IC15`, `HRSC2016`, `DOTA`, `UCAS_AOD`, `NWPU_VHR`, and `VOC`. * **operate_on_datasets** Operations on dataset , such as copy, label matching. ## rotation Codes for rotated object detection. Supports functions such as cuda rnms, cuda riou, python rnms, pytorch riou calculations. ## data augmentation I have implemented some data augmentations such as `Affine`, `HSV transform`, `Blur`, `Grayscale`, `Gamma`, `RandomNoise`, `Sharpen`, `Contrast`, `RandomFlip`. On this basis, imbalanced datasets can be automatically augmented via simple sampling strategy here. ## drawbox Useful tool for drawing bbox through providied points. The only customed part is your points obtaining function. ## mAP Support rbox evaluation and mAP calculation for object detection. ## matplotlib Provided a template for plotting 2D and 3D figure. ## excel Simple examples for excel files processing via pandas. ## log_show Visualization for training process. ## spider Easy implemention for crawling info from website. ## visualization Feature visualization tools. ## Plug-and-play * asff-fpn * bam-attention PRs are welcomed, if you have any questions, you can open an issue or contact me via mq_chaser@126.com.