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car-detection-bayes
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updates

This commit is contained in:
Glenn Jocher 2019-06-12 13:19:17 +02:00
parent b5630f145f
commit ef1703f2b8
2 changed files with 19 additions and 4 deletions
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2
train.py
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@ -213,7 +213,7 @@ def train(
# Plot images with bounding boxes
if epoch == 0 and i == 0:
plot_images(imgs=imgs, targets=targets, fname='train_batch0.jpg')
plot_images(imgs=imgs, targets=targets, fname='train_batch%g.jpg' % i)
# SGD burn-in
if epoch == 0 and i <= n_burnin:

21
utils/gcp.sh
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@ -67,18 +67,33 @@ python3 train.py --data data/coco_1cls.data --epochs 5 --nosave # train 5 epoch
python3 train.py --data data/coco_1img.data --epochs 5 --nosave # train 5 epochs
# AlexyAB Darknet
gsutil cp -r gs://sm4/supermarket2 . # dataset from bucket
gsutil cp -r gs://sm6/supermarket2 . # dataset from bucket
rm -rf darknet && git clone https://github.com/AlexeyAB/darknet && cd darknet && wget -c https://pjreddie.com/media/files/darknet53.conv.74 # sudo apt install libopencv-dev && make
./darknet detector calc_anchors data/coco_img64.data -num_of_clusters 9 -width 320 -height 320 # kmeans anchor calculation
./darknet detector train ../supermarket2/supermarket2.data ../yolov3-spp-sm2-1cls-kmeans.cfg darknet53.conv.74 -map -dont_show # train spp
./darknet detector train ../supermarket2/supermarket2.data ../yolo_v3_spp_pan_scale.cfg darknet53.conv.74 -map -dont_show # train spp
./darknet detector train ../yolov3/data/coco.data ../yolov3-spp.cfg darknet53.conv.74 -map -dont_show # train spp coco
./darknet detector train ../supermarket2/supermarket2.data ../yolov3-spp-sm2-1cls-scalexy_variable.cfg darknet53.conv.74 -map -dont_show # train spp
gsutil cp -r backup/*5000.weights gs://sm6/weights
sudo shutdown
./darknet detector train ../supermarket2/supermarket2.data ../yolov3-tiny-sm2-1cls.cfg yolov3-tiny.conv.15 -map -dont_show # train tiny
./darknet detector train ../supermarket2/supermarket2.data cfg/yolov3-spp-sm2-1cls.cfg backup/yolov3-spp-sm2-1cls_last.weights # resume
python3 train.py --data ../supermarket2/supermarket2.data --cfg cfg/yolov3-spp-sm2-1cls.cfg --epochs 100 --num-workers 8 --img-size 320 --evolve # train ultralytics
python3 train.py --data ../supermarket2/supermarket2.data --cfg cfg/yolov3-spp-sm2-1cls.cfg --epochs 100 --num-workers 8 --img-size 320 # train ultralytics
python3 test.py --data ../supermarket2/supermarket2.data --weights ../darknet/backup/yolov3-spp-sm2-1cls_5000.weights --cfg cfg/yolov3-spp-sm2-1cls.cfg # test
gsutil cp -r backup/*.weights gs://sm6/weights # weights to bucket
python3 test.py --data ../supermarket2/supermarket2.data --weights weights/yolov3-spp-sm2-1cls_5000.weights --cfg ../yolov3-spp-sm2-1cls.cfg --img-size 320 --conf-thres 0.2 # test
python3 test.py --data ../supermarket2/supermarket2.data --weights weights/yolov3-spp-sm2-1cls-scalexy_125_5000.weights --cfg ../yolov3-spp-sm2-1cls-scalexy_125.cfg --img-size 320 --conf-thres 0.2 # test
python3 test.py --data ../supermarket2/supermarket2.data --weights weights/yolov3-spp-sm2-1cls-scalexy_150_5000.weights --cfg ../yolov3-spp-sm2-1cls-scalexy_150.cfg --img-size 320 --conf-thres 0.2 # test
python3 test.py --data ../supermarket2/supermarket2.data --weights weights/yolov3-spp-sm2-1cls-scalexy_200_5000.weights --cfg ../yolov3-spp-sm2-1cls-scalexy_200.cfg --img-size 320 --conf-thres 0.2 # test
python3 test.py --data ../supermarket2/supermarket2.data --weights ../darknet/backup/yolov3-spp-sm2-1cls-scalexy_variable_5000.weights --cfg ../yolov3-spp-sm2-1cls-scalexy_variable.cfg --img-size 320 --conf-thres 0.2 # test
# Debug/Development
python3 train.py --evolve --data data/coco_1k5k.data --epochs 30 --img-size 320
gsutil cp evolve.txt gs://ultralytics