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most citedA Low-cost Strategic Monitoring Approach for Scalable and Interpretable Error Detection in Deep Neural Networks

8 citations · 21 across the 8 of their papers we have counts for

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cs.CV2023★ 8 cited

A Low-cost Strategic Monitoring Approach for Scalable and Interpretable Error Detection in Deep Neural Networks

Florian Geissler, Syed Qutub, Michael Paulitsch +1

We present a highly compact run-time monitoring approach for deep computer vision networks that extracts selected knowledge from only a few (down to merely two) hidden layers, yet…

cs.CV2023

BEA: Revisiting anchor-based object detection DNN using Budding Ensemble Architecture

Syed Sha Qutub, Neslihan Kose, Rafael Rosales +6

This paper introduces the Budding Ensemble Architecture (BEA), a novel reduced ensemble architecture for anchor-based object detection models. Object detection models are crucial i…