Articles with "network simplification" as a keyword



The effect of data augmentation and network simplification on the image‐based detection of broccoli heads with Mask R‐CNN

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Published in 2021 at "Journal of Field Robotics"

DOI: 10.1002/rob.21975

Abstract: In current practice, broccoli heads are selectively harvested by hand. The goal of our work is to develop a robot that can selectively harvest broccoli heads, thereby reducing labor costs. An essential element of such… read more here.

Keywords: broccoli; data augmentation; network simplification; broccoli heads ... See more keywords

SIMPLINET: a transmission network simplification method for spatiotemporal epidemic modelling

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Published in 2025 at "International Journal of Geographical Information Science"

DOI: 10.1080/13658816.2025.2472195

Abstract: Abstract Accurate epidemic modeling requires detailed transmission networks, which are often approximated using population flow, but representing these networks is typically complex and computationally demanding. Traditional simplification methods rely on static indicators, ignoring the dynamic… read more here.

Keywords: transmission; simplification method; network simplification; simplification ... See more keywords

Domino-Pro-Max: Toward Efficient Network Simplification and Reparameterization for Embedded Hardware Systems

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Published in 2024 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"

DOI: 10.1109/tcad.2024.3401544

Abstract: The prohibitive complexity of convolutional neural networks (CNNs) has triggered an increasing demand for network simplification. To this end, one natural solution is to remove the redundant channels or layers to explore simplified network structures.… read more here.

Keywords: pro max; network simplification; embedded hardware; network ... See more keywords