Search Results for author: Rachid Jennane

Found 5 papers, 0 papers with code

Transformer with Selective Shuffled Position Embedding and Key-Patch Exchange Strategy for Early Detection of Knee Osteoarthritis

no code implementations17 Apr 2023 Zhe Wang, Aladine Chetouani, Mohamed Jarraya, Didier Hans, Rachid Jennane

In this paper, we propose a novel approach based on the Vision Transformer (ViT) model with original Selective Shuffled Position Embedding (SSPE) and key-patch exchange strategies to obtain different input sequences as a method of data augmentation for early detection of KOA (KL-0 vs KL-2).

Data Augmentation Position +1

A Confident Labelling Strategy Based on Deep Learning for Improving Early Detection of Knee OsteoArthritis

no code implementations23 Mar 2023 Zhe Wang, Aladine Chetouani, Rachid Jennane

Knee OsteoArthritis (KOA) is a prevalent musculoskeletal disorder that causes decreased mobility in seniors.

Key-Exchange Convolutional Auto-Encoder for Data Augmentation in Early Knee OsteoArthritis Classification

no code implementations26 Feb 2023 Zhe Wang, Aladine Chetouani, Rachid Jennane

In this paper, we propose a learning model based on the convolutional Auto-Encoder and a hybrid loss strategy to generate new data for early KOA (KL-0 vs KL-2) diagnosis.

Data Augmentation valid

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