Reproducible Research in Pattern Recognition: Third International Workshop, Rrpr 2021, Virtual Event, January 11, 2021, Revised Selected Papers

ISBN-13: 9783030764227 / Angielski / Miękka / 2021 / 173 str.

Bertrand Kerautret; Miguel Colom; Adrien Kr?henb?hl

Spis treści

Reproduced Papers.org: 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.