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data
data
 
 
results
results
 
 
sample
sample
 
 
.gitignore
.gitignore
 
 
20210323_ShingoWatanabe.pdf
20210323_ShingoWatanabe.pdf
 
 
20210323_ShingoWatanabe.pptx
20210323_ShingoWatanabe.pptx
 
 
Batch_4350992_batch_results.csv
Batch_4350992_batch_results.csv
 
 
Batch_4369243_batch_results.csv
Batch_4369243_batch_results.csv
 
 
README.md
README.md
 
 
TestFacialExpression.ipynb
TestFacialExpression.ipynb
 
 
TrainFacialExpression.ipynb
TrainFacialExpression.ipynb
 
 
accuracy-1.png
accuracy-1.png
 
 
accuracy-2.png
accuracy-2.png
 
 
amt.csv
amt.csv
 
 
calc_dawid.py
calc_dawid.py
 
 
calc_rate.py
calc_rate.py
 
 
class_for_ds-1.tsv
class_for_ds-1.tsv
 
 
class_for_ds.tsv
class_for_ds.tsv
 
 
confusion-1.csv
confusion-1.csv
 
 
confusion-1.xlsm
confusion-1.xlsm
 
 
confusion-2.csv
confusion-2.csv
 
 
confusion-2.xlsm
confusion-2.xlsm
 
 
confusion-dawid-2.csv
confusion-dawid-2.csv
 
 
confusion.sh
confusion.sh
 
 
createCSV.py
createCSV.py
 
 
createDataset.py
createDataset.py
 
 
createTrain.py
createTrain.py
 
 
createtestdata.py
createtestdata.py
 
 
createvaldata.py
createvaldata.py
 
 
data.ipynb
data.ipynb
 
 
dawid_matrix.py
dawid_matrix.py
 
 
dawid_skene.py
dawid_skene.py
 
 
error_for_ds-1.tsv
error_for_ds-1.tsv
 
 
error_for_ds.tsv
error_for_ds.tsv
 
 
face.py
face.py
 
 
for_ds-1.csv
for_ds-1.csv
 
 
for_ds-1.tsv
for_ds-1.tsv
 
 
for_ds.csv
for_ds.csv
 
 
for_ds.tsv
for_ds.tsv
 
 
loss-1.png
loss-1.png
 
 
loss-2.png
loss-2.png
 
 
loss-3.png
loss-3.png
 
 
modify.py
modify.py
 
 
result.csv
result.csv
 
 
result2.csv
result2.csv
 
 
resulu_confusion.xlsx
resulu_confusion.xlsx
 
 
shuffleCSV.py
shuffleCSV.py
 
 
shuffled_amt.csv
shuffled_amt.csv
 
 
size.py
size.py
 
 
worker-1.png
worker-1.png
 
 
worker-2.png
worker-2.png
 
 
worker.py
worker.py
 
 
worker_confusion.py
worker_confusion.py
 
 

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クラウドソーシングを用いた機械学習。AMTで学習データのタグ付けをお願いして、得られた結果のクリーニングをした後、VGG16で学習を行った。

github.com/Last-Vega/FacialExpression/blob/master/20210323_ShingoWatanabe.pdf

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