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SOTA Speaker Diarization benchmarks and papers with code | Wizwand
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Speaker Diarization
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CALLHOME (test)
Entropy
DER (%)
6.806
33
1mo ago
NIST SRE CALLHOME 2000 (Disk-8)
UIS-RNN
DER (%)
7.6
22
1mo ago
CallHome 2-spks with 0.25s collar tolerance (test)
EEND-GLA-Small+BW-STB
DER (%)
9.01
21
1mo ago
AISHELL-4
DiariZen + Oracle #Spk
DER (%)
1.6
20
1mo ago
AMI
DiariZen + Oracle #Spk
DER
3.6
15
1mo ago
AMI, AliMeeting, AISHELL-4, NOTSOFAR-1 Macro-average (test)
DiariZen + Oracle #Spk
Macro DER
4.9
14
1mo ago
AliMeeting (test)
TSVAD
DER
0.0559
13
1mo ago
CALLHOME
WavLM Large & EEND-vector clustering
DER (2 speakers)
6.46
11
1mo ago
NIST-SRE 2000
x-vector
DER (%)
4.42
11
1mo ago
AMI MixHeadset
TitaNet-L
DER (%)
1.73
10
1mo ago
NOTSOFAR-1
DiariZen + Oracle #Spk
DER
8.2
9
1mo ago
AliMeeting
DiariZen + Oracle #Spk
DER
6
9
1mo ago
RAMC
Hyper-SD
DER
6.48
9
1mo ago
Simulated speech mixtures β = 2 (test)
SA-EEND
DER
7.91
9
1mo ago
AMI Lapel
TitaNet-M
DER
1.99
8
1mo ago
NIST SRE CALLHOME 2000 (test)
Romero et al.
Confusion Error
9.9
8
1mo ago
CH109
TitaNet-S
DER
1.11
7
1mo ago
SubtitleSD English (test)
CineSRD
DER
0.0893
6
1mo ago
SubtitleSD Chinese-Hard (test)
CineSRD
DER
9.47
6
1mo ago
SubtitleSD Chinese (test)
CineSRD
Diarization Error Rate (DER)
7.561
6
1mo ago
AVA-AVD
CineSRD (SC)
DER
18.98
6
1mo ago
VoxConverse
Hyper-SD
DER
5.21
6
1mo ago
MSDWild
Hyper-SD
DER
4.79
6
1mo ago
AliMeeting
Hyper-SD
DER
4.59
6
1mo ago
AliMeeting far
State-of-the-art [34]
DER
13.2
6
1mo ago
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