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3 months ago

GTM-UVigo Systems for the Query-by-Example Search on Speech Task at MediaEval 2015

{Carmen Garcia-Mateo Laura Docio-Fernandez Paula Lopez-Otero}

GTM-UVigo Systems for the Query-by-Example Search on Speech Task at MediaEval 2015

Abstract

In this paper, we present the systems developed by GTMUVigo team for the query by example search on speech task (QUESST) at MediaEval 2015. The systems consist in a fusion of 11 dynamic time warping based systems that use phoneme posteriorgrams for speech representation; the primary system introduces a technique to select the most relevant phonetic units on each phoneme decoder, leading to an improvement of the search results.

Benchmarks

BenchmarkMethodologyMetrics
keyword-spotting-on-quesstGTM-UVigo Contrastive (eval)
Cnxe: 0.999
MinCnxe: 0.923
lowerbound : 0.633
keyword-spotting-on-quesstGTM-UVigo Contrastive (dev)
Cnxe: 0.998
MinCnxe: 0.918
lowerbound : 0.635
keyword-spotting-on-quesstGTM-UVigo Primary late submission (eval)
Cnxe: 0.871
MinCnxe: 0.838
lowerbound : 0.592
keyword-spotting-on-quesstGTM-UVigo Contrastive late submission (dev)
Cnxe: 0.907
MinCnxe: 0.864
lowerbound : 0.618
keyword-spotting-on-quesstGTM-UVigo Contrastive late submission (eval)
Cnxe: 0.989
MinCnxe: 0.852
lowerbound : 0.613
keyword-spotting-on-quesstGTM-UVigo Primary (eval)
Cnxe: 0.919
MinCnxe: 0.905
lowerbound : 0.629
keyword-spotting-on-quesstGTM-UVigo Primary (dev)
Cnxe: 0.917
MinCnxe: 0.905
lowerbound : 0.627
keyword-spotting-on-quesstGTM-UVigo Primary late submission (dev)
Cnxe: 0.875
MinCnxe: 0.847
lowerbound : 0.593

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GTM-UVigo Systems for the Query-by-Example Search on Speech Task at MediaEval 2015 | Papers | HyperAI