Publications | Research

2017

Production-Level Facial Performance Capture Using Deep Convolutional Neural Networks

Samuli Laine, Tero Karras, Timo Aila, Antti Herva, Shunsuke Saito, Ronald Yu, Hao Li, Jaakko Lehtinen

Light Fields for Near-eye Displays

Fu-Chung Huang

Polarimetric Multi-view Stereo

Zhaopeng Cui, Jinwei Gu, Boxin Shi, Ping Tan, Jan Kautz

Fusing State Spaces for Markov Chain Monte Carlo Rendering

Hisanari Otsu, Anton Kaplanyan, Johannes Hanika, Carsten Dachsbacher, Toshiya Hachisuka

Interactive Reconstruction of Monte Carlo Image Sequences using a Recurrent Denoising Autoencoder

Chakravarty R. Alla Chaitanya, Anton Kaplanyan, Christoph Schied, Marco Salvi, Aaron Lefohn, Derek Nowrouzezahrai, Timo Aila

Computational Zoom: A Framework for Post-Capture Image Composition

Abhishek Badki, Orazio Gallo, Jan Kautz, Pradeep Sen

Reconstructing Intensity Images from Binary Spatial Gradient Cameras

Suren Jayasuriya, Orazio Gallo, Jinwei Gu, Timo Aila, Jan Kautz

Generating stratified random lines in a square

Peter Shirley, Chris Wyman

MCM-GPU: Multi-Chip-Module GPUs for Continued Performance Scalability

Akhil Arunkumar , Evgeny Bolotin, Benjamin Cho, Ugljesa Milic , Eiman Ebrahimi, Oreste Villa, Aamer Jaleel, Carole-Jean Wu , David Nellans

SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks

Angshuman Parashar, Minsoo Rhu, Anurag Mukkara, Antonio Puglielli, Rangharajan Venkatesan, Brucek Khailany, Joel Emer, Steve Keckler, William Dally

Fractal: An Execution Model for Fine-Grain Nested Speculative Parallelism

Suvinay Subramanian, Mark C. Jeffrey, Maleen Abeydeera, Hyun Ryong Lee, Victor A. Ying, Joel Emer, Daniel Sanchez

Parallel Modularity Clustering

Alexandre Fender, Nahid Emad, Serge Petiton, Maxim Naumov

Understanding Reduced-Voltage Operation in Modern DRAM Devices: Experimental Characterization, Analysis, and Mechanisms

Kevin Chang, Abdullah Giray Yağlıkçı, Saugata Ghose, Aditya Agrawal, Niladrish Chatterjee, Abhijith Kashyap, Donghyuk Lee, Mike O'Connor, Hasan Hassan, Onur Mutlu

Design-Induced Latency Variation in Modern DRAM Chips: Characterization, Analysis, and Latency Reduction Mechanisms

Donghyuk Lee, Samira Khan, Lavanya Subramanian, Saugata Ghose, Rachata Ausavarungnirun, Gennady Pekhimenko, Vivek Seshadri, Onur Mutlu

Relaxations for High-Performance Message Passing on Massively Parallel SIMT Processors

Benjamin Klenk, Holger Fröning, Hans Eberle, Larry Dennison

Best Paper Award

Understanding Reduced-Voltage Operation in Modern DRAM Chips: Characterization, Analysis, and Mechanisms

Kevin K. Chang, Abdullah Giray Yağlıkçı, Saugata Ghose, Aditya Agrawal, Niladrish Chatterjee, Abhijith Kashyap, Donghyuk Lee, Mike O'Connor, Hasan Hassan, Onur Mutlu

SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks

Angshuman Parashar, Minsoo Rhu, Anurag Mukkara, Antonio Puglielli, Rangharajan Venkatesan, Brucek Khailany, Joel Emer, Steve Keckler, William Dally

Compressing DMA Engine: Leveraging Activation Sparsity for Training Deep Neural Networks

Minsoo Rhu, Mike O'Connor, Niladrish Chatterjee, Jeff Pool, Stephen W. Keckler

The Iray Light Transport Simulation and Rendering System

Alex Keller, Carsten Wächter, Matthias Raab, Daniel Seibert, Dietger van Antwerpen, Johann Korndörfer, Lutz Kettner

SASSIFI: An Architecture-level Fault Injection Tool for GPU Application Resilience Evaluation

Siva Hari, Timothy Tsai, Mark Stephenson, Steve Keckler, Joel Emer

Pruning Convolutional Neural Networks for Resource Efficient Inference

Pavlo Molchanov, Stephen Tyree, Tero Karras, Timo Aila, Jan Kautz

Consistent Video Filtering for Camera Arrays

Nicolas Bonneel, James Tompkin, Deqing Sun, Oliver Wang, Kalyan Sunkavalli, Sylvain Paris, Hanspeter Pfister

Context-aware Captions from Context-agnostic Supervision

Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik

Learning From Noisy Large-Scale Datasets With Minimal Supervision

Andreas Veit, Neil Alldrin, Gal Chechik, Ivan Krasin, Abhinav Gupta, Serge Belongie

Automated Synthesis of Comprehensive Memory Model Litmus Test Suites

Daniel Lustig, Andrew Wright, Alexandros Papakonstantinou, Olivier Giroux

TriCheck: Memory Model Verification at the Trisection of Software, Hardware, and ISA

Caroline Trippel, Yatin A. Manerkar, Daniel Lustig, Michael Pellauer, Margaret Martonosi

IEEE Micro Top Picks in Computer Architecture

Reinforcement Learning through Asynchronous Advantage Actor-Critic on a GPU

Iuri Frosio, Stephen Tyree, Jason Clemons, Jan Kautz, Mohammad Babaeizadeh

Wide Field Of View Varifocal Near-Eye Display Using See-Through Deformable Membrane Mirrors

David Dunn, Kaan Akşit, David Luebke

Phenomenological Transparency

Morgan McGuire, Michael Mara

Parallel Depth-First Search for Directed Acyclic Graphs

Maxim Naumov, Alysson Vrielink, Michael Garland

Loss Functions for Image Restoration with Neural Networks

Hang Zhao, Orazio Gallo, Iuri Frosio, Jan Kautz

SoftMC: A Flexible and Practical Open-Source Infrastructure for Enabling Experimental DRAM Studies

Hasan Hassan, Nandita Vijaykumar, Samira Khan, Saugata Ghose, Kevin Chang, Gennady Pekhimenko, Donghyuk Lee, Oguz Ergin, Onur Mutlu