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Download Using Convolutional Neural Networks and Transfer Learning To Perform Yelp Restaurant Photo Classification by ['carlpiao'] in PDF format completely FREE. No registration required, no payment needed. Get instant access to this valuable resource on PDFdrive.to!
About Using Convolutional Neural Networks and Transfer Learning To Perform Yelp Restaurant Photo Classification
This document discusses using convolutional neural networks and transfer learning to perform image classification on photos from Yelp restaurant listings. Specifically, it aims to predict 9 attributes for each restaurant based on user-uploaded photos. It explores using a pre-trained VGGNet model with transfer learning, as well as a multiple instance learning approach. The best model achieved a mean F1 score of 0.618 on the classification task, an improvement over the baseline scores mentioned. The document provides background on relevant techniques like CNNs, transfer learning, and multiple instance learning.
Detailed Information
| Author: | ['carlpiao'] |
|---|---|
| Publication Year: | 2018 |
| Pages: | 9 |
| Language: | English |
| Format: | |
| Price: | FREE |
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