Anomaly Detection: How to Artificially Increase your F1-Score with a
Biased Evaluation Protocol

Anomaly Detection: How to Artificially Increase your F1-Score with a Biased Evaluation Protocol

30 June 2021

Muhammad Usama Javaid

Papers citing "Anomaly Detection: How to Artificially Increase your F1-Score with a Biased Evaluation Protocol"

10 / 10 papers shown

Title
Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint H. Kumar Beomseok Kang Biswadeep Chakraborty Saibal Mukhopadhyay 51 0 0 28 Jan 2025
Weakly-Supervised Anomaly Detection in Surveillance Videos Based on Two-Stream I3D Convolution Network Sareh Nejad Anwar Haque 21 1 0 13 Nov 2024
FedAD-Bench: A Unified Benchmark for Federated Unsupervised Anomaly Detection in Tabular Data Ahmed Anwar Brian B. Moser Dayananda Herurkar Federico Raue Vinit Hegiste T. Legler Andreas Dengel FedML 37 0 0 08 Aug 2024
Can Tree Based Approaches Surpass Deep Learning in Anomaly Detection? A Benchmarking Study Santonu Sarkar Shanay Mehta Nicole Fernandes Jyotirmoy Sarkar Snehanshu Saha 41 2 0 11 Feb 2024
Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings Ajay Chawda S. Grimm Marius Kloft 35 4 0 25 Oct 2022
Estimating the Contamination Factor's Distribution in Unsupervised Anomaly Detection Lorenzo Perini Paul-Christian Buerkner Arto Klami 23 14 0 19 Oct 2022
Automatic Tuberculosis and COVID-19 cough classification using deep learning Madhurananda Pahar Marisa Klopper B. Reeve Robin Warren G. Theron A. Diacon T. Niesler 36 16 0 11 May 2022
A Revealing Large-Scale Evaluation of Unsupervised Anomaly Detection Algorithms Maxime Alvarez Jean-Charles Verdier D'Jeff K. Nkashama Marc Frappier Pierre Martin Tardif F. Kabanza 23 17 0 21 Apr 2022
Deep-Disaster: Unsupervised Disaster Detection and Localization Using Visual Data Soroor Shekarizadeh R. Rastgoo Saif M. Al-Kuwari Mohammad Sabokrou 27 2 0 31 Jan 2022
Boosting Anomaly Detection Using Unsupervised Diverse Test-Time Augmentation Seffi Cohen Niv Goldshlager L. Rokach Bracha Shapira 18 9 0 29 Oct 2021