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12/06/2021
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision
Event-based vision sensors encode local pixel-wise brightness changes in...
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09/27/2021
Improving Uncertainty of Deep Learning-based Object Classification on Radar Spectra using Label Smoothing
Object type classification for automotive radar has greatly improved wit...
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08/24/2020
Bosch Deep Learning Hardware Benchmark
The widespread use of Deep Learning (DL) applications in science and ind...
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06/23/2020
Multi-Class Uncertainty Calibration via Mutual Information Maximization-based Binning
Post-hoc calibration is a common approach for providing high-quality con...
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12/16/2019
On-manifold Adversarial Data Augmentation Improves Uncertainty Calibration
Uncertainty estimates help to identify ambiguous, novel, or anomalous in...
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01/18/2019
Robust Anomaly Detection in Images using Adversarial Autoencoders
Reliably detecting anomalies in a given set of images is a task of high ...
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04/24/2018
Data-driven Summarization of Scientific Articles
Data-driven approaches to sequence-to-sequence modelling have been succe...
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12/13/2016
Theory and Tools for the Conversion of Analog to Spiking Convolutional Neural Networks
Deep convolutional neural networks (CNNs) have shown great potential for...
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11/02/2016
Deep counter networks for asynchronous event-based processing
Despite their advantages in terms of computational resources, latency, a...
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10/03/2016
Prediction of Manipulation Actions
Looking at a person's hands one often can tell what the person is going ...
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08/31/2016
Training Deep Spiking Neural Networks using Backpropagation
Deep spiking neural networks (SNNs) hold great potential for improving t...
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06/23/2016
Precise deep neural network computation on imprecise low-power analog hardware
There is an urgent need for compact, fast, and power-efficient hardware ...
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03/01/2016
Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest
Colorectal adenocarcinoma originating in intestinal glandular structures...
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11/02/2015