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20102024
most citedDeep Big Simple Neural Nets Excel on Handwritten Digit Recognition

1.1k citations · 2.1k across the 22 of their papers we have counts for

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cs.CV2022

Challenges in Visual Anomaly Detection for Mobile Robots

Dario Mantegazza, Alessandro Giusti, Luca M. Gambardella +2

We consider the task of detecting anomalies for autonomous mobile robots based on vision. We categorize relevant types of visual anomalies and discuss how they can be detected by u…

cs.CV2022★ 15 cited

An Outlier Exposure Approach to Improve Visual Anomaly Detection Performance for Mobile Robots

Dario Mantegazza, Alessandro Giusti, Luca Maria Gambardella +1

We consider the problem of building visual anomaly detection systems for mobile robots. Standard anomaly detection models are trained using large datasets composed only of non-anom…

cs.CV2021

Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization

Marco Ferri, Dario Mantegazza, Elia Cereda +5

We consider the task of visually estimating the pose of a human from images acquired by a nearby nano-drone; in this context, we propose a data augmentation approach based on synth…

cs.CV2014★ 480 cited

Assessment of algorithms for mitosis detection in breast cancer histopathology images

Mitko Veta, Paul J. van Diest, Stefan M. Willems +26

The proliferative activity of breast tumors, which is routinely estimated by counting of mitotic figures in hematoxylin and eosin stained histology sections, is considered to be on…

cs.CV2013★ 53 cited

Fast Image Scanning with Deep Max-Pooling Convolutional Neural Networks

Alessandro Giusti, Dan C. Cireşan, Jonathan Masci +2

Deep Neural Networks now excel at image classification, detection and segmentation. When used to scan images by means of a sliding window, however, their high computational complex…