Discovery Projects - Grant ID: DP180100106

Funding Activity

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Funded Activity Summary

Towards interpretable deep learning with limited examples. Existing visual concept detection systems are incapable of detecting ever-evolving concepts in daily life. This project aims to extract patterns that describe the semantics of visual concepts and to develop or adapt knowledge transfer learning technologies for new concepts with limited examples. The expected outcomes will provide major technological breakthroughs for building efficient and interpretable learning systems for visual analysis and will open an entirely new research direction: interpretable deep learning with communication mechanism. This new field and its technologies will help us to recognise misuse of home patient medical devices and unauthorised activity, and enable us to devise effective responses to prevent cyberattacks.

Funded Activity Details

Start Date: 01-01-2018

End Date: 31-12-2021

Funding Scheme: Discovery Projects

Funding Amount: $392,884.00

Funder: Australian Research Council