DL_TermProject

Project Duration

2024.11.06 - 2024.12.11

CNN Architectures Used & Results

• AlexNet: 0.56037
• VGGNet: 0.25493
• ResNet: 0.22333
• GoogLeNet: 0.38335

Kaggle Competition

State Farm Distracted Driver Detection

Dataset Description

• Driver Images: each taken in a car with a driver doing something in the car
• Goal is to predict the likelihood of what the driver is doing in each picture.

Classes

• c0: safe driving
• c1: texting - right
• c2: talking on the phone - right
• c3: texting - left
• c4: talking on the phone - left
• c5: operating the radio
• c6: drinking
• c7: reaching behind
• c8: hair and makeup
• c9: talking to passenger

File descriptions

• imgs.zip : zipped folder of all (train/test) images
• sample_submission.csv : a sample submission file in the correct format
• driver_imgs_list.csv : a list of training images, their subject (driver) id, and class id