AITopics | milesial pytorch-unet

Collaborating Authors

milesial pytorch-unet

Information about AI from the News, Publications, and Conferences

Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis

If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

milesial/Pytorch-UNet

#artificialintelligenceNov-3-2019, 17:07:13 GMT

This model was trained from scratch with 5000 images (no data augmentation) and scored a dice coefficient of 0.988423 (511 out of 735) on over 100k test images. This score could be improved with more training, data augmentation, fine tuning, playing with CRF post-processing, and applying more weights on the edges of the masks. The Carvana data is available on the Kaggle website. You can easily test the output masks on your images via the CLI. You can specify which model file to use with --model MODEL.pth.

data augmentation, milesial pytorch-unet, python

#artificialintelligence

Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.44)

Add feedback