Krishna Karthik Gadiraju
College of Engineering
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Works (2)
Updated: April 5th, 2024 17:22
2023 journal article
Remote Sensing Based Crop Type Classification Via Deep Transfer Learning
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 16, 4699–4712.
author keywords: Agriculture; crop classification; deep learning; remote sensing; transfer learning
TL;DR:
The findings indicate that deep neural networks pretrained on a different domain dataset cannot be used as off-the-shelf feature extractors and that using the pretrained network weights as initial weights for training on the remote sensing dataset or freezing the early layers of the Pretrained network improves the performance compared to training the network from scratch.
(via Semantic Scholar)
ieeexplore.ieee.org (publisher PDF)
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries, ORCID
Added: July 3, 2023
2022 article
Real-Time Change Detection At the Edge
2022 21ST IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, ICMLA, pp. 776–781.
author keywords: edge computing; Gaussian Mixture Models; change detection; precision agriculture; real time computing
TL;DR:
This paper demonstrates how an unsupervised GMM-based real-time change detection method at the edge can be used to identify weeds in real- time, and evaluates the scalability of the method on edge computing and traditional devices such as NVIDIA Jetson TX2, RTX 2080, and traditional Intel CPUs.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
2. Zero Hunger
(Web of Science)
Sources: Web Of Science, NC State University Libraries
Added: June 5, 2023
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