HandDetection

This is a Modify faster-rcnn hand detection project, developed during my research assistant in Centre of Artificial Intelligence (CAI) in UTS.
This project achieves Top 10 performance in VIVA hand detection competition.

Setup via https://github.com/endernewton/tf-faster-rcnn

Modified the code via Robust Hand Detection in Vehicles for hand detection.

This project is collaboration with my collegue Yunqiu Xu (https://github.com/YunqiuXu).

Preprocessing

~/tf-faster-rcnn-endernewton/data/LISA_HD_Static/detectiondata$ python LISA_posGt_to_VOC_Annotations.py
~/tf-faster-rcnn-endernewton/data/LISA_HD_Static/detectiondata$ python LISA_posGt_to_VOC_Main.py

Train

~/tf-faster-rcnn-endernewton$ ./experiments/scripts/train_faster_rcnn.sh 0 pascal_voc vgg16

Test

Modifiy the iter times in test_faster_rcnn.sh
~/tf-faster-rcnn-endernewton$ ./experiments/scripts/test_faster_rcnn.sh 0 pascal_voc vgg16

How to do prediction on your own dataset

cd tf-faster-rcnn-endernewton/data/LISA_HD_Static/detectiondata/ImageSets/Main
mv test.txt test_for_train.txt
mv test5500.txt test.txt

cd tf-faster-rcnn-endernewton/data/LISA_HD_Static/detectiondata
mv JPEGImages JPEGImages_train
mv JPEGImages_test JPEGImages

Open tf-faster-rcnn-endernewton/experiments/scripts/test_faster_rcnn.sh
Set line 21 "ITERS = the iters of the model you trained" Say if you trained a model with 10000 iters, set this line "ITERS = 10000"

cd tf-faster-rcnn-endernewton
./experiments/scripts/test_faster_rcnn.sh 0 pascal_voc vgg16

How to stop the training

tmux attach
ctrl+c