/awesome-deep-learning-survey-papers

In this page, I will provide a list of survey papers on topics related to deep learning and its applications in various fields.

Awesome- Deep Learning Related Survey Papers

In this page, I will provide a curated list of survey papers on topics related to deep learning and its applications in various fields, including computer vision, natural language processing, speech recognition, healthcare and more. Due to the large volume of works published in deep learning area, I try to keep track of comprehensive survey papers published (or under review) in top journals. If there is a paper missing here, please email me (at shervin.minaee@gmail.com) the paper title and journal, and I would be happy to include it in this list.

Background

Deep learning models have been applied to various tasks/application from different areas in the past 8-9 years, and there are countless papers written on the applications of deep learning in different fields. With the maturity and rising number of deep learning works in different fields, people have started writing survey papers to provide a review of the most promising works in those topics.

Table of Contents

1. Computer Vision Related Surveys
2. NLP Related Surveys
3. Healthcare Related Surveys
4. Other Areas Surveys

1. Computer Vision Related Surveys

Here we provide a list of surveys for deep learning applications in computer vision.


2. NLP Related Surveys

NLP tasks have seen a great progress over the past few years with the help of deep neural architectures, such as attentional LSTM, Transformer, BERT, GPT models, and XL-Net.

3. Healthcare Related Surveys

Deep learning models

4. Other Areas Surveys

Deep learning models have been used in various other fields in recent years. Some of the most popular ones includes: