Visual Cortex On Silicon

Visual Cortex On SiliconAn NSF Expedition in Computing


 

2015


A. Parihar, N. Shukla, S. Datta, A. Raychowdhury, "Synchronization of pairwise-coupled, identical, relaxation oscillators based on metal-insulator phase transition devices: A Model Study", J. Appl. Phys. vol. 117, pp 054902 Feb. 2015.

Al-Shedivat, Maruan, Naous, Rawan, Neftci, Emre and Cauwenberghs, Gert, "Inherently Stochastic Spiking Neurons for Probabilistic Neural Computation", 7th International IEEE/EMBS Conference on Neural Engineering (NER) 2015.

Al-Shedivat, M., Naous, R., Cauwenberghs, G., and Salama, K., "Memristors Empower Spiking Neurons with Stochasticity", To appear in IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), June, 2015.

Srinjoy Das, Bruno Umbria Pedroni, Paul Merolla, John Arthur, Andrew S. Cassidy, Bryan L. Jackson, Dharmendra Modha, Gert Cauwenberghs and Ken Kreutz-Delgado, "Gibbs Sampling with Low-Power Spiking Digital Neurons", arXiv 2015

Siddharth Advani, Brigid Smith, Yasuki Tanabe, Matthew Cotter, Kevin Irick, Jack Sampson, Vijaykrishnan Narayanan, "Visual Co-occurrence Network: Using Context for Large-scale Object Recognition in Retail ", ESTIMedia 2015. [Code]

Siddharth Advani, Yasuki Tanabe, Kevin Irick, Jack Sampson, Vijaykrishnan Narayanan, "A Scalable Architecture for Multi-Class Visual Object Detection", FPL 2015. [Code]

Nachiappan Chidambaram Nachiappan, Haibo Zhang, Jihyun Ryoo, Niranjan Soundararajan, Anand Sivasubramaniam, Mahmut Kandemir, Ravishankar Iyer, and Chita R. Das, "VIP: Virtualizing IP Chains on Handheld Platforms", ISCA 2015

Nachiappan Chidambaram Nachiappan, Praveen Yedlapalli, Niranjan Soundararajan, Mahmut Kandemir, Anand Sivasubramaniam, Chita R. Das, "Domain Knowledge Based Energy Management in Handhelds", HPCA 2015

Nandhini Chandramoorthy, Giuseppe Tagliavini, Kevin M. Irick, Antonio Pullini, Siddharth Advani, Sulaiman Al Habsi, Matthew Cotter, John Sampson, Vijaykrishnan Narayanan and Luca Benini, "Exploring Architectural Heterogeneity in Intelligent Vision Systems", HPCA 2015

2014


Yan Fang, Steven P. Levitan, Donald M. Chiarulli, Denver Dash, "Alternative Architectures for Non-Boolean Information Process System," (in) Emerging Nanoelectronic Devices, An Chen, Victor Zhirnov, George Bourianoff, Ed. Chapter 24, John Wiley & Sons, Ltd. (in press for 2014).

Yan Fang, Matthew J. Cotter, Donald M. Chiarulli, Steven P. Levitan, "Image Segmentation Using Frequency Locking of Coupled Oscillators," CNNA 2014.

John A. Carpenter, Yan Fang, Chet N. Gnegy, Donald M. Chiarulli, Steven P. Levitan, "An Image Processing Pipeline using Coupled Oscillators," CNNA 2014.

Nachiappan Chidambaram Nachiappan, Praveen Yedlapalli, Niranjan Soundararajan, Mahmut Kandemir, Anand Sivasubramaniam, Chita R. Das, "GemDroid: A Framework To Evaluate Mobile Platforms", International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS), 2014. [Code]

Matthew Cotter, Vijaykrishnan Narayanan, Yan Fang, Steven P. Levitan, Donald M. Chiarulli, "Computational Architecture Based on Coupled Oscillators," IEEE Computer Society Annual Symposium on VLSI (ISVLSI 2014), Tampa, FL, July 9-11, 2014.

Matthew Cotter, Siddharth Advani, Jack Sampson, Kevin Irick, and Vijaykrishnan Naryanan. "A Hardware Accelerated Multilevel Visual Classifier for Embedded Visual-Assist Systems", Proc. IEEE International Conference on Computer-Aided Design, 2014.

Vijaykrishnan Narayanan, Gert Cauwenberghs, Donald M. Chiarulli, Suman Datta, Steven P. Levitan and Philip Wong, "Video Analytics Using Beyond CMOS Devices", Design Automation & Test in Europe (DATE 2014), Dresden, Germany, 24-28 March 2014.

Praveen Yedlapalli, Nachiappan Chidambaram Nachiappan, Niranjan Soundararajan, Mahmut Kandemir, Anand Sivasubramaniam, Chita R. Das, "Short-Circuiting Memory Traffic in Handheld Platforms", MICRO, 2014

Yang Xiao, Chuanjun Zhang, Kevin Irick, Jack Sampson and Vijaykrishnan Narayanan, "A task-oriented vision system", GLSVLSI 2014, Houston, May 2014.

Steven Levitan, Yan Fang, Donald M. Chiarulli, "Using Analog Memory With Coupled Oscillators for Pattern Recognition Applications", 5th Non-Volatile Memory Workshop, San Diego, CA, March 9-11, 2014.

Yan Fang, Matthew J. Cotter, Donald M. Chiarulli, Steven P. Levitan, "Image Segmentation Using Frequency Locking of Coupled Oscillators", 51st Design Automation Conference (DAC '14), (Work in Progress Poster), San Francisco, CA, June 1-5, 2014.

Mi Sun Park, Omesh Tickoo, C. Lee Giles, Vijaykrishnan Narayanan, Mary Jane Irwin, Ravishankar Iyer, "End-to-End Personal Analytics System for User-Friendly Query Processing", 51st Design Automation Conference (DAC '14), San Francisco, CA, June 1-5, 2014.

C. Siagian, C.-K. Chang, L. Itti, Autonomous Mobile Robot Localization and Navigation Using Hierarchical Map Representation Primarily Guided by Vision, Journal of Field Robotics, 2014. (in press) [2012 impact factor: 2.152]

G. Xiao, G. Xu, X. Liu, J. Fu, F. Wang, L. Li, L. Itti, J. Lu, Feature-based attention is independent of object appearance, Journal of Vision, Vol. 14, No. 1, pp. 3.1 - 3.11, Jan 2014. [2012 impact factor: 2.479]

C.-A. Wang, S. E. Boehnke, L. Itti, D. P. Munoz, Transient Pupil Response Is Modulated by Contrast-Based Saliency, Journal of Neuroscience, Vol. 34, No. 2, pp. 408-417, Jan 2014. [2012 impact factor: 6.908]

L. Itti, A. Borji, Computational models of attention, In: Cognitive Neuroscience: The Biology of the Mind (Fifth Edition), (M. S. Gazzaniga, R. B. Ivry, G. R. Mangun Ed.), pp. 1-10, 2014.

2013


A. Borji, L. Itti, Bayesian optimization explains human active search, In: Advances in Neural Information Processing Systems, Vol. 26 (NIPS 2013), (C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, K.Q. Weinberger Ed.), pp. 55-63, Cambridge, MA:MIT Press, Dec 2013. [2013 acceptance rate: 25%]

A. Borji, Hamed R. Tavakoli, D. N. Sihite, L. Itti, Analysis of scores, datasets, and models in visual saliency prediction, In: Proc. International Conference on Computer Vision (ICCV), Sydney, Australia, Dec 2013. [2013 acceptance rate (oral presentation): 2.52%] (Cited by 1)

S. B. Eryilmaz, D. Kuzum, R. G. D. Jeyasingh, S. Kim, M. BrightSky, C. Lam and H.-S. P. Wong, “Experimental Demonstration of Array-level Learning with Phase Change Synaptic Devices,” IEEE International Electron Devices Meeting (IEDM), paper 25.5, December 9 – 11, Washington, D.C., 2013.