Paper Citation Record · LEDGER

Sound source detection, localization and classification using consecutive ensemble of CRNN models

As of 16 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:1908.00766.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1908.00766 v2

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T15:36:32.154928Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T15:36:32.075855Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-14T15:36:32.216916Z

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy15
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80bc3c03-448e-4868-83c2-50acf81d7ee1 · outbound

This paper cites This year, the task 3 from the IEEE AASP Challenge on Detection and Classiﬁcation of Acoustic Scenes and Events (DCASE 2019) [1] concerned the SELD prob- lem.

Sound source detection, localization and classification using consecutive ensemble of CRNN models This year, the task 3 from the IEEE AASP Challenge on Detection and Classiﬁcation of Acoustic Scenes and Events (DCASE 2019) [1] concerned the SELD prob- lem

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.412748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 30166c22-8e58-433c-8e83-ac8432c3e14f · outbound

This paper cites Sound source detection, localization and classification using consecutive ensemble of CRNN models.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Sound source detection, localization and classification using consecutive ensemble of CRNN models

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-14T15:36:32.222527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e64bf2e7-e7b8-48a0-8013-eeae84122019 · outbound

This paper cites Each of these models is a copy of a single SELDnet node with just minor adjustments so that it ﬁts to the speciﬁc subtask and for the regular- ization purpose.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Each of these models is a copy of a single SELDnet node with just minor adjustments so that it ﬁts to the speciﬁc subtask and for the regular- ization purpose

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.404195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 771154cf-9458-40cb-986c-af0eb9e1a10a · outbound

This paper cites This custom binding of our four models allows us to predict the events’ onset, offset, direction of arrival and class.

Sound source detection, localization and classification using consecutive ensemble of CRNN models This custom binding of our four models allows us to predict the events’ onset, offset, direction of arrival and class

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.395901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 53f7d5cf-e69f-49da-afa8-c822d7693414 · outbound

This paper cites an unresolved cited work.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:36:32.387467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 99e44545-db3e-40f1-a82e-e7d94d8abdb6 · outbound

This paper cites an unresolved cited work.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:36:32.379229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 834670ad-6960-4460-8366-805a87930350 · outbound

This paper cites If NOAS in two consecutive frames increases, then we predict that a new event happened at the second frame.

Sound source detection, localization and classification using consecutive ensemble of CRNN models If NOAS in two consecutive frames increases, then we predict that a new event happened at the second frame

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.369755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f6e27349-ad16-42d3-9b48-8a84fc409102 · outbound

This paper cites We extract chunks (intervals of equal NOAS) of audio where the predicted NOAS equals 1 and we feed it to doa1 network.

Sound source detection, localization and classification using consecutive ensemble of CRNN models We extract chunks (intervals of equal NOAS) of audio where the predicted NOAS equals 1 and we feed it to doa1 network

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.359684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bbce0384-3d9e-41ed-a269-975cf07ef205 · outbound

This paper cites We feed the chunks where NOAS is 2 to the doa2 network with the second input being DOA of the associated event in cartesian xyz coordinates.

Sound source detection, localization and classification using consecutive ensemble of CRNN models We feed the chunks where NOAS is 2 to the doa2 network with the second input being DOA of the associated event in cartesian xyz coordinates

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.350334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation baf8013c-665c-48f1-8d65-f619a6d9f9d0 · outbound

This paper cites an unresolved cited work.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:36:32.339436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 14b42d8c-2c73-482a-a607-4be88023744d · outbound

This paper cites This dataset constitutes of two parts: the devel- opment and evaluation sets.

Sound source detection, localization and classification using consecutive ensemble of CRNN models This dataset constitutes of two parts: the devel- opment and evaluation sets

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.329860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e1329915-dfba-41f3-9064-ec6a2a3535d4 · outbound

This paper cites Table 5: The comparison of the selected submissions.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Table 5: The comparison of the selected submissions

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.320172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3c44f37e-ec92-4358-b857-519dc825b70c · outbound

This paper cites However, we are aware that our solution has some serious limitations and it fails when one wants to consider a more general setup.

Sound source detection, localization and classification using consecutive ensemble of CRNN models However, we are aware that our solution has some serious limitations and it fails when one wants to consider a more general setup

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.310998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5b8701c6-4508-482d-acbe-0acf3b98ce58 · outbound

This paper cites Detection and Classiﬁcation of Acoustic Scenes and Events 2019 25–26 October 2019, New York, NY , USA.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Detection and Classiﬁcation of Acoustic Scenes and Events 2019 25–26 October 2019, New York, NY , USA

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.302317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c1df2cbd-1fab-4a2b-b767-689120036c7a · outbound

This paper cites an unresolved cited work.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-14T15:36:32.292745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 27a66b8b-74b1-4614-966e-68a857b77579 · outbound

This paper cites Sound event localization and detection of overlapping sources using convolutional recurrent neural networks,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Sound event localization and detection of overlapping sources using convolutional recurrent neural networks,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T15:36:32.120848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a013534d-153e-4ff9-a1d8-175c3a48e0c5 · outbound

This paper cites A multi- room reverberant dataset for sound event localization and uetection,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models A multi- room reverberant dataset for sound event localization and uetection,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T15:36:32.124008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71d45955-45ab-4ab2-8424-64412b474a28 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Adam: A Method for Stochastic Optimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-14T15:36:32.130000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddc37afa-9057-45bd-bb44-9f803fb6871e · outbound

This paper cites Polyphonic Sound Event Detection and Localization using a Two-Stage Strategy.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Polyphonic Sound Event Detection and Localization using a Two-Stage Strategy

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-14T15:36:32.133132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2b684a-4cd8-49d8-8244-0612ecd90030 · outbound

This paper cites Two-stage sound event local- ization and detection using intensity vector and generalized cross-correlation,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Two-stage sound event local- ization and detection using intensity vector and generalized cross-correlation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.272791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 30833da8-bd1d-49e4-90a3-02c86040f904 · outbound

This paper cites Data augmenta- tion and prior knowledge-based regularization for sound event localization and detection,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Data augmenta- tion and prior knowledge-based regularization for sound event localization and detection,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.263870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 44f62979-f78b-4d60-96e4-12c48e0f02b0 · outbound

This paper cites Three-stage approach for sound event lo- calization and detection,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Three-stage approach for sound event lo- calization and detection,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.254909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 85e97cd4-ff72-486e-ad84-395b2b2eef16 · outbound

This paper cites Squeeze-and-excitation net- works,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Squeeze-and-excitation net- works,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.244355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 387b0860-9f79-485f-a0d5-9a4edee6a7a1 · outbound

This paper cites Specaugment: A simple data augmentation method for automatic speech recognition,.

Sound source detection, localization and classification using consecutive ensemble of CRNN models Specaugment: A simple data augmentation method for automatic speech recognition,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T15:36:32.233573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a04ce41b-27bd-47cb-a813-ef28d8c5a7e3 · outbound

This paper cites SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition.

Sound source detection, localization and classification using consecutive ensemble of CRNN models SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-14T15:36:32.154928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fa1351f-faaf-4ab2-9545-3681c937f3d8 · outbound

This paper cites A multi-room reverberant dataset for sound event localization and detection.

Sound source detection, localization and classification using consecutive ensemble of CRNN models A multi-room reverberant dataset for sound event localization and detection

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-14T15:36:32.126781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 30166c22-8e58-433c-8e83-ac8432c3e14f · inbound