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Yolov3 trains its own data set (mmdetection)
2022-07-02 07:42:00 【chenf0】
use FasterRcnn Trained the data set marked by myself Voc Format , Now I want to use yolo Let's train , Revised yolo The contents of the document , I'm going to use it directly yolo Training voc Formatted data , There's a problem , Because I'm in a hurry , There is no further detailed study .
MMDetection Most of the training models are coco Format design , Plan to put voc Format conversion to coco Format , It is also convenient for the training of other models in the future .
1.voc Format conversion to coco Format
May refer to :
https://github.com/Stephenfang51/VOC_to_COCO
2.coco Modification of relevant documents
May refer to
【mmdetection】 Use custom coco Format data set for training and testing
(1) Define data types (mmdetection/mmdet/datasets/coco.py), hold CLASSES the tuple Change to the category corresponding to your data set tuple that will do .
CLASSES = ('Other Car', 'Taxi')
(2) modify coco_classes Dataset categories (mmdetection/mmdet/core/evaluation/class_names.py)
def coco_classes():
return [
'Other Car', 'Taxi'
]
(3) Modify usage model model In the dictionary num_classes
num_classes=2,# Number of categories
3. Training
python tools/train.py configs/yolo/yolov3_d53_mstrain-608_273e_coco.py
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