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Ruwan Tennakoon

Royal Melbourne Institute of Technology (RMIT University)

124 La Trobe Street

Melbourne, 3000

Australia

SCHOLARLY PAPERS

6

DOWNLOADS

447

TOTAL CITATIONS

0

Scholarly Papers (6)

1.

A Messy Handwriting Dataset with Student Crossouts and Corrections

Number of pages: 27 Posted: 10 Nov 2022
Hiqmat Nisa, James A. Thom, Vic Ciesielski and Ruwan Tennakoon
Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University) and Royal Melbourne Institute of Technology (RMIT University)
Downloads 265

Abstract:

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Handwritten text Dataset, Handwriting Recognition, Cross outs and corrections, deep learning

2.

Generalized Framework for Image and Video Object Segmentation Using Affinity Learning and Message Passing Gnns

Number of pages: 17 Posted: 02 May 2022
Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Edith Cowan University and Royal Melbourne Institute of Technology (RMIT University)
Downloads 82

Abstract:

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Unsupervised Video Object Segmentation, Image Segmentation, Lifted Multi-cuts, Graph Neural Networks, Affinity Learning

3.

On Micro-Ct Inspection of Spr Joints in Lightweight Structures Using Vision-Based Machine Learning Approach

Number of pages: 30 Posted: 30 Jul 2025
affiliation not provided to SSRN, Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University) and Royal Melbourne Institute of Technology (RMIT University)
Downloads 35

Abstract:

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Non-destructive inspection, Self-piercing riveting, Machine vision artificial intelligence, Micro-computed tomography imaging, Structural integrity assessment

4.

Robust Pooling Through the Data Mode

Number of pages: 13 Posted: 08 Aug 2022
Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University), University College London and Royal Melbourne Institute of Technology (RMIT University)
Downloads 31

Abstract:

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robust classification, point cloud, robust segmentation, robust noise estimation

5.

Recovering Transferable Material Behaviour in Composite Fabrics via Force-Aware Differentiable Simulation

Number of pages: 22 Posted: 11 Apr 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University) and Royal Melbourne Institute of Technology (RMIT University)
Downloads 20

Abstract:

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Composite Fabric, Differentiable Simulation, Forming, Real-to-Sim

6.

Small-World Graph Augmentation for Learned Mesh-Based Simulation of Anisotropic Fabrics

Number of pages: 33 Posted: 20 May 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University) and Royal Melbourne Institute of Technology (RMIT University)
Downloads 14

Abstract:

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Graph neural networks, Fabric simulation, Small-world networks, Learned surrogates, Composite manufacturing