297 citations · 533 across the 8 of their papers we have counts for
8 papers
Loss-Aware Automatic Selection of Structured Pruning Criteria for Deep Neural Network Acceleration
Deepak Ghimire, Kilho Lee, Seong-heum Kim
Structured pruning is a well-established technique for compressing neural networks, making it suitable for deployment in resource-limited edge devices. This paper presents an effic…
Comparison of Two Methods for Stationary Incident Detection Based on Background Image
Deepak Ghimire, Joonwhoan Lee
In general, background subtraction-based methods are used to detect moving objects in visual tracking applications. In this paper, we employed a background subtraction-based scheme…
Study on Real-Time Road Surface Reconstruction Using Stereo Vision
Deepak Ghimire, Byoungjun Kim, Donghoon Kim +1
Road surface reconstruction plays a crucial role in autonomous driving, providing essential information for safe and smooth navigation. This paper enhances the RoadBEV [1] framewor…
Real-Time Sleepiness Detection for Driver State Monitoring System
Deepak Ghimire, Sunghwan Jeong, Sunhong Yoon +2
A driver face monitoring system can detect driver fatigue, which is a significant factor in many accidents, using computer vision techniques. In this paper, we present a real-time…
One-Cycle Structured Pruning via Stability-Driven Subnetwork Search
Deepak Ghimire, Dayoung Kil, Seonghwan Jeong +2
Existing structured pruning methods typically rely on multi-stage training procedures that incur high computational costs. Pruning at initialization aims to reduce this burden but…
Facial expression recognition based on local region specific features and support vector machines
Deepak Ghimire, Sunghwan Jeong, Joonwhoan Lee +1
Facial expressions are one of the most powerful, natural and immediate means for human being to communicate their emotions and intensions. Recognition of facial expression has many…