Reproducible Research in Pattern Recognition: Third International Workshop, RRPR

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Reproducible Research in Pattern Recognition by Bertrand Kerautret, Miguel Colom, Daniel Lopresti, Pascal Monasse, Hugues Talbot, Adrien Krähenbühl

This book constitutes the thoroughly refereed post-workshop proceedings of the Third International Workshop on Reproducible Research in Pattern Recognition, RRPR 2021, held as a virtual event, in January 8 revised full papers, presented together with 6 short papers, were carefully reviewed and selected from 18 submissions.

FORMAT
Paperback LANGUAGE
English CONDITION
Brand New Publisher Description

This book constitutes the thoroughly refereed post-workshop proceedings of the Third International Workshop on Reproducible Research in PatternRecognition, RRPR 2021, held as a virtual event, in January 8 revised full papers, presented together with 6 short papers, were carefully reviewed and selected from 18 submissions. The papers were organized into three main categories. The first contributions focused on reproducible research frameworks. The second category focused on reproducible research results and the last category included ICPR companion papers describing implementation and details that are an absolute requirement for reproducibility.

Table of Contents

Reproduced : Openly Teaching and Structuring Machine Learning Reproducibility.- Reproducibility: Evaluating the Evaluations.- torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation.- Spatio-Temporal Convolutional Autoencoders for Perimeter Intrusion Detection.- Creating Emotion Recognition Algorithms Based on a Convolutional Neural Network for Sentiment Analysis.- Tree Defect Segmentation Using Geometric Features and CNN.- Pith Estimation on Tree Log End Images.- Structure and Concept of the Benchmark for Vesselness Filters with Focus on Reproducibilty and Future Evaluations.- A Heuristic-Based Decision Tree for Connected Components Labeling of 3D Volumes: Implementation and Reproducibility Notes.- On the Implementation of Planar 3D Transfer Learning for End to End Unimodal MRI Unbalanced Data Segmentation.- Reproducibility Aspects of Crack Detection as a Weakly-Supervised Problem: Towards Achieving Less Annotation-Intensive Crack Detectors.- Reproducing the Sparse Huffman Address Map Compression for Deep Nural Networks.- Implementation of Genetic Pseudo Rehearsal.

Details ISBN3030764222 Short Title Reproducible Research in Pattern Recognition Language English Year 2021 ISBN-10 3030764222 ISBN-13 9783030764227 Format Paperback Subtitle Third International Workshop, RRPR 2021, Virtual Event, January 11, 2021, Revised Selected Papers Series Number 12636 DOI 10.1007/978-3-030-76423-4 Publisher Springer Nature Switzerland AG Edition 1st Imprint Springer Nature Switzerland AG Place of Publication Cham Country of Publication Switzerland Pages 173 Publication Date 2021-05-14 UK Release Date 2021-05-14 Author Adrien Krähenbühl Edited by Adrien Krähenbühl Birth 1955 Affiliation University of Warwick UK Position Assistant Professor Qualifications OBE Edition Description 1st ed. 2021 DEWEY 006.4 Audience Professional & Vocational Country of Origin NL Product Class Description Computing: Professional & Programming Series Lecture Notes in Computer Science Alternative 9783030764234 Illustrations 54 Illustrations, color; 18 Illustrations, black and white
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