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Layer-Wise Data-Free CNN Compression

Nov 18, 2020
Maxwell Horton, Yanzi Jin, Ali Farhadi, Mohammad Rastegari


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Supermasks in Superposition

Jun 30, 2020
Mitchell Wortsman, Vivek Ramanujan, Rosanne Liu, Aniruddha Kembhavi, Mohammad Rastegari, Jason Yosinski, Ali Farhadi


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What's Hidden in a Randomly Weighted Neural Network?

Nov 29, 2019
Vivek Ramanujan, Mitchell Wortsman, Aniruddha Kembhavi, Ali Farhadi, Mohammad Rastegari


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DeFINE: DEep Factorized INput Word Embeddings for Neural Sequence Modeling

Nov 27, 2019
Sachin Mehta, Rik Koncel-Kedziorski, Mohammad Rastegari, Hannaneh Hajishirzi

* Technical report 

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Assisted Excitation of Activations: A Learning Technique to Improve Object Detectors

Jun 12, 2019
Mohammad Mahdi Derakhshani, Saeed Masoudnia, Amir Hossein Shaker, Omid Mersa, Mohammad Amin Sadeghi, Mohammad Rastegari, Babak N. Araabi


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DiCENet: Dimension-wise Convolutions for Efficient Networks

Jun 08, 2019
Sachin Mehta, Hannaneh Hajishirzi, Mohammad Rastegari

* 11 pages, 8 Figures, 4 Tables 

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Butterfly Transform: An Efficient FFT Based Neural Architecture Design

Jun 05, 2019
Keivan Alizadeh, Ali Farhadi, Mohammad Rastegari


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Discovering Neural Wirings

Jun 03, 2019
Mitchell Wortsman, Ali Farhadi, Mohammad Rastegari


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OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge

May 31, 2019
Kenneth Marino, Mohammad Rastegari, Ali Farhadi, Roozbeh Mottaghi

* CVPR 2019 

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Two Body Problem: Collaborative Visual Task Completion

Apr 11, 2019
Unnat Jain, Luca Weihs, Eric Kolve, Mohammad Rastegari, Svetlana Lazebnik, Ali Farhadi, Alexander Schwing, Aniruddha Kembhavi

* Accepted to CVPR 2019 

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Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning

Mar 26, 2019
Mitchell Wortsman, Kiana Ehsani, Mohammad Rastegari, Ali Farhadi, Roozbeh Mottaghi


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ELASTIC: Improving CNNs with Instance Specific Scaling Policies

Dec 13, 2018
Huiyu Wang, Aniruddha Kembhavi, Ali Farhadi, Alan Yuille, Mohammad Rastegari


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ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network

Nov 29, 2018
Sachin Mehta, Mohammad Rastegari, Linda Shapiro, Hannaneh Hajishirzi


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IQA: Visual Question Answering in Interactive Environments

Sep 06, 2018
Daniel Gordon, Aniruddha Kembhavi, Mohammad Rastegari, Joseph Redmon, Dieter Fox, Ali Farhadi

* Published in CVPR 2018 

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Pyramidal Recurrent Unit for Language Modeling

Aug 27, 2018
Sachin Mehta, Rik Koncel-Kedziorski, Mohammad Rastegari, Hannaneh Hajishirzi

* Accepted as a long paper in EMNLP 2018 

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ESPNet: Efficient Spatial Pyramid of Dilated Convolutions for Semantic Segmentation

Jul 25, 2018
Sachin Mehta, Mohammad Rastegari, Anat Caspi, Linda Shapiro, Hannaneh Hajishirzi

* Accepted at ECCV'18 

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Label Refinery: Improving ImageNet Classification through Label Progression

May 07, 2018
Hessam Bagherinezhad, Maxwell Horton, Mohammad Rastegari, Ali Farhadi


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LCNN: Lookup-based Convolutional Neural Network

Jun 13, 2017
Hessam Bagherinezhad, Mohammad Rastegari, Ali Farhadi

* CVPR 17 

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CNN-aware Binary Map for General Semantic Segmentation

Sep 29, 2016
Mahdyar Ravanbakhsh, Hossein Mousavi, Moin Nabi, Mohammad Rastegari, Carlo Regazzoni

* ICIP 2016 Best Paper / Student Paper Finalist 

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XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

Aug 02, 2016
Mohammad Rastegari, Vicente Ordonez, Joseph Redmon, Ali Farhadi


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G-CNN: an Iterative Grid Based Object Detector

Apr 25, 2016
Mahyar Najibi, Mohammad Rastegari, Larry S. Davis

* To appear in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. (Spotlight) 

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"What happens if..." Learning to Predict the Effect of Forces in Images

Mar 17, 2016
Roozbeh Mottaghi, Mohammad Rastegari, Abhinav Gupta, Ali Farhadi


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Action Recognition with Image Based CNN Features

Dec 13, 2015
Mahdyar Ravanbakhsh, Hossein Mousavi, Mohammad Rastegari, Vittorio Murino, Larry S. Davis


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Newtonian Image Understanding: Unfolding the Dynamics of Objects in Static Images

Nov 12, 2015
Roozbeh Mottaghi, Hessam Bagherinezhad, Mohammad Rastegari, Ali Farhadi


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On Large-Scale Retrieval: Binary or n-ary Coding?

Sep 20, 2015
Mahyar Najibi, Mohammad Rastegari, Larry S. Davis


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Comparing apples to apples in the evaluation of binary coding methods

Sep 27, 2014
Mohammad Rastegari, Shobeir Fakhraei, Jonghyun Choi, David Jacobs, Larry S. Davis


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Semantic Understanding of Professional Soccer Commentaries

Oct 16, 2012
Hannaneh Hajishirzi, Mohammad Rastegari, Ali Farhadi, Jessica K. Hodgins

* Appears in Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence (UAI2012) 

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