Inflation of test accuracy due to data leakage in deep learning-based
classification of OCT images

Inflation of test accuracy due to data leakage in deep learning-based classification of OCT images

21 February 2022

Iulian Emil Tampu

Neda Haj-Hosseini

Papers citing "Inflation of test accuracy due to data leakage in deep learning-based classification of OCT images"

8 / 8 papers shown

Title
The Impact of Train-Test Leakage on Machine Learning-based Android Malware Detection Guojun Liu Doina Caragea Xinming Ou Sankardas Roy FedML 23 0 0 25 Oct 2024
SpanSeq: Similarity-based sequence data splitting method for improved development and assessment of deep learning projects A. F. Florensa J. J. A. Armenteros Henrik Nielsen F. Aarestrup P. Clausen 35 3 0 22 Feb 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 51 3 0 25 Jan 2024
Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It Adam Lilja Junsheng Fu Erik Stenborg Lars Hammarstrand 33 18 0 11 Dec 2023
Coarse race data conceals disparities in clinical risk score performance Rajiv Movva Divya Shanmugam Kaihua Hou P. Pathak John Guttag Nikhil Garg Emma Pierson 16 17 0 18 Apr 2023
Efficacy of MRI data harmonization in the age of machine learning. A multicenter study across 36 datasets C. Marzi M. Giannelli A. Barucci C. Tessa M. Mascalchi S. Diciotti 14 22 0 08 Nov 2022
AutoPrognosis 2.0: Democratizing Diagnostic and Prognostic Modeling in Healthcare with Automated Machine Learning F. Imrie B. Cebere E. McKinney M. Schaar 68 20 0 21 Oct 2022
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 340 10,633 0 19 Feb 2017