Author

M. Firman

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Ecology· 2

Signature Assays, Organisms & Methods

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Approach:deep learning· 2 Research Focus:benchmarking· 1 Assay:imaging· 1

Frequent Co-Authors

K. E. Jones· 2 shared A. J. Fairbrass· 1 shared A. Szodoray-Paradi· 1 shared B. Harder· 1 shared C. Williams· 1 shared E. Browning· 1 shared E. Tilova· 1 shared F. Szodoray-Paradi· 1 shared

Activity by Year

2017-2018 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 27 mutual co-author links

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2 shared papersEcology

K. E. Jones

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2 papers

Recent·Most cited

CityNet - Deep Learning Tools for Urban Ecoacoustic Assessment

A. J. Fairbrass, M. Firman, C. Williams, G. J. Brostow, H. Titheridge, K. E. Jones

CityNet uses deep learning to measure biotic and anthropogenic sounds in cities, outperforming existing methods and showing realistic patterns across urban areas.

bioRxiv · Jan 16, 2018Ecology

Bat Detective - Deep Learning Tools for Bat Acoustic Signal Detection

O. Mac Aodha, R. Gibb, K. Barlow, E. Browning, M. Firman, R. Freeman, B. Harder, L. Kinsey, G. Mead, S. Newson, I. Pandourski, S. Parsons, J. Russ, A. Szodoray-Paradi, F. Szodoray-Paradi, , K. E. Jones

This paper develops and evaluates open-source deep learning tools for detecting bat echolocation calls in noisy audio recordings, showing improved performance over existing methods.

bioRxiv · Jun 29, 2017Ecology