4 code implementations • 7 May 2021 • Amirali Abdolrashidi, Lisa Wang, Shivani Agrawal, Jonathan Malmaud, Oleg Rybakov, Chas Leichner, Lukasz Lew
In this work, we use ResNet as a case study to systematically investigate the effects of quantization on inference compute cost-quality tradeoff curves.
no code implementations • NeurIPS 2020 • Yanqi Zhou, Sudip Roy, Amirali Abdolrashidi, Daniel Wong, Peter Ma, Qiumin Xu, Hanxiao Liu, Phitchaya Mangpo Phothilimthana, Shen Wang, Anna Goldie, Azalia Mirhoseini, James Laudon
Most compilers for machine learning (ML) frameworks need to solve many correlated optimization problems to generate efficient machine code.
no code implementations • 8 Oct 2020 • Amirali Abdolrashidi, Mehdi Minaei, Elham Azimi, Shervin Minaee
We train our model in a multi-task learning fashion, and augment the feature embedding of the age classifier, with the predicted gender, and show that doing so can further increase the accuracy of age prediction.
no code implementations • 21 Mar 2020 • Shervin Minaee, Mehdi Minaei, Amirali Abdolrashidi
We apply this framework to a popular palmprint databases, and generate images which look very realistic, and similar to the samples in this database.
1 code implementation • 30 Nov 2019 • Shervin Minaee, Amirali Abdolrashidi, Hang Su, Mohammed Bennamoun, David Zhang
Deep learning-based models have been very successful in achieving state-of-the-art results in many of the computer vision, speech recognition, and natural language processing tasks in the last few years.
no code implementations • 28 Sep 2019 • Yanqi Zhou, Sudip Roy, Amirali Abdolrashidi, Daniel Wong, Peter C. Ma, Qiumin Xu, Ming Zhong, Hanxiao Liu, Anna Goldie, Azalia Mirhoseini, James Laudon
Runtime and scalability of large neural networks can be significantly affected by the placement of operations in their dataflow graphs on suitable devices.
no code implementations • 28 Jul 2019 • Shervin Minaee, Elham Azimi, Amirali Abdolrashidi
Fingerprint recognition has been utilized for cellphone authentication, airport security and beyond.
1 code implementation • 22 Jul 2019 • Shervin Minaee, Amirali Abdolrashidi
Iris recognition has been an active research area during last few decades, because of its wide applications in security, from airports to homeland security border control.
no code implementations • 8 Apr 2019 • Shervin Minaee, Elham Azimi, Amirali Abdolrashidi
With the popularity of social networks, and e-commerce websites, sentiment analysis has become a more active area of research in the past few years.
3 code implementations • 4 Feb 2019 • Shervin Minaee, Amirali Abdolrashidi
In recent years, several works proposed an end-to-end framework for facial expression recognition, using deep learning models.
Ranked #1 on Facial Expression Recognition (FER) on FERG
Facial Expression Recognition Facial Expression Recognition (FER) +1
no code implementations • 25 Dec 2018 • Shervin Minaee, Amirali Abdolrashidi
Through experimental results, we show that the generated fingerprint images have a good diversity, and are able to capture different parts of the prior distribution.
no code implementations • 12 Dec 2018 • Shervin Minaee, Amirali Abdolrashidi
Generating iris images which look realistic is both an interesting and challenging problem.
no code implementations • 4 Feb 2017 • Shervin Minaee, Amirali Abdolrashidi, Yao Wang
Different features have been used to perform iris recognition in the past.
no code implementations • 30 Jul 2016 • Shervin Minaee, Amirali Abdolrashidi, Yao Wang
Face recognition has been an active research area in the past few decades.
no code implementations • 21 Nov 2015 • Shervin Minaee, Amirali Abdolrashidi, Yao Wang
In this paper, sparse decomposition is used for image segmentation.
no code implementations • 8 Jul 2015 • Shervin Minaee, Amirali Abdolrashidi, Yao Wang
Iris recognition has drawn a lot of attention since the mid-twentieth century.
no code implementations • 27 Sep 2014 • Shervin Minaee, Amirali Abdolrashidi
Biometric-based identification has drawn a lot of attention in the recent years.
no code implementations • 28 Aug 2014 • Shervin Minaee, Amirali Abdolrashidi
In order to utilize identification to the best extent, we need robust and fast algorithms and systems to process the data.
no code implementations • 16 Aug 2014 • Shervin Minaee, Amirali Abdolrashidi
Palmprint is one of the most useful physiological biometrics that can be used as a powerful means in personal recognition systems.