1.5k citations · 1.5k across the 17 of their papers we have counts for
17 papers
A Survey of Graph and Attention Based Hyperspectral Image Classification Methods for Remote Sensing Data
Aryan Vats, Manan Suri
The use of Deep Learning techniques for classification in Hyperspectral Imaging (HSI) is rapidly growing and achieving improved performances. Due to the nature of the data captured…
Optimized Implementation of Neuromorphic HATS Algorithm on FPGA
Khushal Sethi, Manan Suri
In this paper, we present first-ever optimized hardware implementation of a state-of-the-art neuromorphic approach Histogram of Averaged Time Surfaces (HATS) algorithm to event-bas…
Fully-Binarized, Parallel, RRAM-based Computing Primitive for In-Memory Similarity Search
Sandeep Kaur Kingra, Vivek Parmar, Deepak Verma +5
In this work, we propose a fully-binarized XOR-based IMSS (In-Memory Similarity Search) using RRAM (Resistive Random Access Memory) arrays. XOR (Exclusive OR) operation is realized…
Low-Power Hardware-Based Deep-Learning Diagnostics Support Case Study
Khushal Sethi, Vivek Parmar, Manan Suri
Deep learning research has generated widespread interest leading to emergence of a large variety of technological innovations and applications. As significant proportion of deep le…
Time-multiplexed In-memory computation scheme for mapping Quantized Neural Networks on hybrid CMOS-OxRAM building blocks
Sandeep Kaur Kingra, Vivek Parmar, Manoj Sharma +1
In this work, we experimentally demonstrate two key building blocks for realizing Binary/Ternary Neural Networks (BNNs/TNNs): (i) 130 nm CMOS based sigmoidal neurons and (ii) HfOx…
Low Power Neuromorphic EMG Gesture Classification
Sai Sukruth Bezugam, Ahmed Shaban, Manan Suri
EMG (Electromyograph) signal based gesture recognition can prove vital for applications such as smart wearables and bio-medical neuro-prosthetic control. Spiking Neural Networks (S…