Delay Network (DN)

Train Test No. Ground-truth DAR Estimations LTI AR Estimations LTV AR Estimations
Analysis-synthesis 1
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Analysis-synthesis 2
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTI DN

Dry Speech
Analysis-synthesis 3
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Analysis-synthesis
ARP-matching Baseline
1
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Analysis-synthesis
ARP-matching Baseline
2
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTI DN

Dry Speech
Analysis-synthesis
ARP-matching Baseline
3
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Blind Estimation 1
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Blind Estimation 2
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Blind Estimation 3
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Blind Estimation
ARP-matching Baseline
1
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Blind Estimation
ARP-matching Baseline
2
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Blind Estimation
ARP-matching Baseline
3
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Both Analysis-synthesis 1
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Both Analysis-synthesis 2
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Both Analysis-synthesis 3
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Both Blind Estimation 1
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Both Blind Estimation 2
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech
Both Blind Estimation 3
RIR

Differentiable DN IR

LTI DN IR

LTV DN IR

Reverberant Speech

Reverberant Speech
w/ Differentiable DN

Reverberant Speech
w/ LTI DN

Reverberant Speech
w/ LTV DN

Dry Speech