Search Results - shihui+yin

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SRAM Design with Embedded XNOR Functionality for Binary and Ternary Neural Networks
Background Deep neural networks, and in particular convolutional neural networks, are being used with increasing frequency for a number of tasks such as image classification, image clustering, and object recognition. In a forward propagation of a conventional convolutional neural network, a kernel is passed over one or more tensors to produce one or...
Published: 2/15/2024   |   Inventor(s): Jae-Sun Seo, Shihui Yin, Mingoo Seok, Zhewei Jiang
Keywords(s):  
Category(s): Physical Science, Computing & Information Technology
Hardware-Noise-Aware Training for Improved Accuracy of In-Memory-Computing-Based Deep Neural Networks
­Background Deep neural networks (DNNs) have been very successful in large-scale recognition tasks, but they exhibit large computation and memory requirements. To address the memory bottleneck of digital DNN hardware accelerators, in-memory computing (IMC) designs have been presented to perform analog DNN computations inside the memory. Recent IMC...
Published: 2/23/2023   |   Inventor(s): Sai Kiran Cherupally, Jae-Sun Seo, Deliang Fan, Shihui Yin, Jian Meng
Keywords(s): Algorithm Development, Artificial Intelligence, Electronics, Neural Computing
Category(s): Physical Science, Computing & Information Technology, Intelligence & Security
Programmable In-Memory Computing Accelerator for Low-Precision Deep Neural Network Inference
­Background In the era of artificial intelligence, various deep neural networks (DNNs), such as multi-layer perceptron, convolutional neural networks, and recurrent neural networks, have emerged and achieved human-level performance in many recognition tasks. These DNNs usually require billions of multiply-and-accumulate (MAC) operations, soliciting...
Published: 2/23/2023   |   Inventor(s): Jae-Sun Seo, Shihui Yin, Mingoo Seok, Bo Zhang
Keywords(s): Artificial Intelligence, Circuits, Computational Machine, Electronics, Machine Learning
Category(s): Physical Science, Computing & Information Technology, Intelligence & Security
Isothiocyanate-Containing Gel for Use Against Skin Cancer Alone or in Combination With Other Therapies
Novel treatment for skin cancer using a naturally-occurring compound Background: Approximately one in every five Americans will develop skin cancer during their lifetime. Most will develop non-melanoma skin cancer (NMSC), and the incidence of NMSC may increase by an estimated 50% by 2030, despite growing public awareness of the harmful effects of...
Published: 12/28/2023   |   Inventor(s): Anthony Di Pasqua, Yi Shi, Ositomiwa Osipitan
Keywords(s):  
Category(s): Campus > Binghamton University, Technology Classifications > Biomedical Science and Engineering
Authentication and Secret Key Generation Using Electrocardiogram, Heart Rate Variability, and SRAM-Based Physical Unclonable Functions
Background Traditional hardware designs for device authentication and secret key generation typically employ physical unclonable functions (PUFs) which generate unique random numbers based on static random-access memory (SRAM), delay, or analog circuit elements. Although silicon PUFs can be highly stable and unique, they do not represent liveliness....
Published: 2/23/2023   |   Inventor(s): Jae-Sun Seo, Shihui Yin, Sai Kiran Cherupally
Keywords(s):  
Category(s): Physical Science, Computing & Information Technology, Medical Diagnostics/Sensors, Wireless & Networking
Using Sparse Representation for Weight Memory Compression in Neural Networks
Devices using biometric authentication such as fingerprint scanning lack liveness checks, resulting in devices that are vulnerable to spoofing and allow access to sensitive personal information. Using electrocardiographic (ECG) signals is an alternative to fingerprint scanning because ECG scanning has intrinsic liveness detection that provides increased...
Published: 2/23/2023   |   Inventor(s): Shihui Yin, Jae-Sun Seo, Sarma Vrudhula, Chisung Bae, Sang Joon Kim
Keywords(s):  
Category(s): Biomaterials, Chemical/Biological Sensors, Medical Diagnostics/Sensors, Physical Science