Paper Citation Record · LEDGER

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2507.00874.

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

pith.paper-citation-record.v1
2507.00874 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:10:04.184801Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:10:04.035060Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:10:04.268794Z

Reference resolution

33 of 33 outbound references displayed

verified exact1
verified fuzzy22
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 859600a0-b521-4cef-9017-44b7405164ca · outbound

This paper cites This form of spatial intelligence can be extended into three-dimensions by integrating Sound Distance Estimation (SDE), cumulating in 3D SELD.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization This form of spatial intelligence can be extended into three-dimensions by integrating Sound Distance Estimation (SDE), cumulating in 3D SELD

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:06.568909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 24a2c896-bbfd-46a8-9c00-c8321b11996a · outbound

This paper cites Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T21:10:04.275033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 39702fde-acc7-4ee7-b228-d541607d6b9c · outbound

This paper cites an unresolved cited work.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:10:06.558736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 77e0b939-77bb-4f4a-a23a-e5deee7ed6e2 · outbound

This paper cites The architecture follows similarly to our previous DCASE submission in 2024 [20].

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization The architecture follows similarly to our previous DCASE submission in 2024 [20]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:06.548959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8a4af737-3a03-4140-b571-a24f2dfa7f95 · outbound

This paper cites an unresolved cited work.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:10:06.539977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f4640ad-94e2-4041-806f-5a199e2866f2 · outbound

This paper cites Dataset The STARSS23 dataset consists of real-world, multi-room record- ings with annotations of event activity, spatial trajectories, and dis- tances [23].

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Dataset The STARSS23 dataset consists of real-world, multi-room record- ings with annotations of event activity, spatial trajectories, and dis- tances [23]

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:06.529966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8de8ffde-47d0-48da-b260-8d96a6704535 · outbound

This paper cites These include the location-dependent F-score (F20◦/1), class-dependent localization error (LE CD), and class- dependent relative distance error (RDECD).

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization These include the location-dependent F-score (F20◦/1), class-dependent localization error (LE CD), and class- dependent relative distance error (RDECD)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:06.519531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 15b632ef-86ed-4dc5-b004-c46a9fd20df1 · outbound

This paper cites We use perceptually-motivated input features to improve both localization and distance estimation performance.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization We use perceptually-motivated input features to improve both localization and distance estimation performance

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.542211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 78752b6e-daa4-452c-a54a-6e0a896dfe51 · outbound

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

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Sound event localization and detection of overlapping sources using convolutional recurrent neural networks,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.071426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb2f5fe1-e95f-4b24-9801-e244a151c109 · outbound

This paper cites Baseline models and evaluation of sound event localization and detection with distance estimation in dcase2024 challenge,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Baseline models and evaluation of sound event localization and detection with distance estimation in dcase2024 challenge,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.522209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0425f423-d61d-4d18-a125-7d27a19b5c24 · outbound

This paper cites Wearable seld dataset: Dataset for sound event localiza- tion and detection using wearable devices around head,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Wearable seld dataset: Dataset for sound event localiza- tion and detection using wearable devices around head,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.508122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 43cd30e9-3f24-424f-9984-bbeafd70af1e · outbound

This paper cites Real-Time Sound Event Localization and Detection: Deployment Challenges on Edge Devices.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Real-Time Sound Event Localization and Detection: Deployment Challenges on Edge Devices

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:10:04.256151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05719dff-3ab5-42d1-bb04-84c510676df4 · outbound

This paper cites Two vs. four-channel sound event localization and detection,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Two vs. four-channel sound event localization and detection,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.495306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5fae6198-5541-4b8a-907d-6a3d80df1142 · outbound

This paper cites Convolutional neural networks with binaural representations and background subtraction for acoustic scene classification.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Convolutional neural networks with binaural representations and background subtraction for acoustic scene classification

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.480498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d06bc04f-f0b5-4db8-9f7d-93e9b14fa127 · outbound

This paper cites Two-stage sound event localization and detec- tion using intensity vector and generalized cross-correlation,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Two-stage sound event localization and detec- tion using intensity vector and generalized cross-correlation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.466413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 00a2fd13-8207-4a0f-9493-70619d696407 · outbound

This paper cites Crnn-based multiple doa estimation using acoustic intensity features for ambisonics recordings,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Crnn-based multiple doa estimation using acoustic intensity features for ambisonics recordings,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.453753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bc6c3186-20d1-4373-a7ee-2c81a59305a9 · outbound

This paper cites Supervised learning-based sound source distance es- timation using multivariate features,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Supervised learning-based sound source distance es- timation using multivariate features,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.440401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 83fd5020-d611-4880-a2e6-e02283215531 · outbound

This paper cites Coherent-to-diffuse power ratio estimation for dereverberation,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Coherent-to-diffuse power ratio estimation for dereverberation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.426072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2be22dd-c361-4be0-b34e-f319941a751a · outbound

This paper cites Blind estima- tion of the coherent-to-diffuse energy ratio from noisy speech signals,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Blind estima- tion of the coherent-to-diffuse energy ratio from noisy speech signals,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.411241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9e211540-4c4e-4850-bcd9-861a5cfdeb8a · outbound

This paper cites First Order Ambisonics Domain Spatial Augmentation for DNN-based Direction of Arrival Estimation.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization First Order Ambisonics Domain Spatial Augmentation for DNN-based Direction of Arrival Estimation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.121591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d609db7-25ae-4b52-897c-afb43dcd2d70 · outbound

This paper cites A four-stage data augmentation approach to resnet-conformer based acoustic modeling for sound event localization and de- tection,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization A four-stage data augmentation approach to resnet-conformer based acoustic modeling for sound event localization and de- tection,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.126238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 595b1122-5fd5-4245-be27-e9de0f12c068 · outbound

This paper cites An experimental study on sound event localization and detection under realistic testing conditions,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization An experimental study on sound event localization and detection under realistic testing conditions,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.391564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 67c364a4-d81a-4774-a197-c19e6dc5a9d6 · outbound

This paper cites Filteraugment: An acoustic environmental data augmentation method,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Filteraugment: An acoustic environmental data augmentation method,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.377462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c0364079-e5e1-49aa-b1c3-9be2fc854cf0 · outbound

This paper cites Salsa-lite: A fast and effective feature for polyphonic sound event localization and detection with microphone arrays,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Salsa-lite: A fast and effective feature for polyphonic sound event localization and detection with microphone arrays,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.363564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e291320e-4e68-4f35-9c7b-5ee1a4f03469 · outbound

This paper cites Salsa: Spatial cue-augmented log- spectrogram features for polyphonic sound event localization and detection,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Salsa: Spatial cue-augmented log- spectrogram features for polyphonic sound event localization and detection,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.351019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9c330987-b0b0-432e-9436-8f0cfdca80e7 · outbound

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

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.150837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32a9a927-1aa0-4ea3-ba15-2954442e097b · outbound

This paper cites Improved Regularization of Convolutional Neural Networks with Cutout.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Improved Regularization of Convolutional Neural Networks with Cutout

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.156338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 424b8a3a-fceb-41e6-ab17-1d4758e17e77 · outbound

This paper cites Squeeze-and-excite resnet-conformers for sound event local- ization, detection, and distance estimation for dcase2024 chal- lenge,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Squeeze-and-excite resnet-conformers for sound event local- ization, detection, and distance estimation for dcase2024 chal- lenge,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.336130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bad13e26-5876-4969-9425-3f9710e22fd8 · outbound

This paper cites Multi-accdoa: Localiz- ing and detecting overlapping sounds from the same class with auxiliary duplicating permutation invariant training,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Multi-accdoa: Localiz- ing and detecting overlapping sounds from the same class with auxiliary duplicating permutation invariant training,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.324585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b4785523-d72d-493f-a4f7-51105b7a89a3 · outbound

This paper cites Sound Event Detection and Localization with Distance Estimation.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Sound Event Detection and Localization with Distance Estimation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.169928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 950eb13e-81cc-4d79-ad69-a686f1c5b7b0 · outbound

This paper cites Starss23: An audio-visual dataset of spatial recordings of real scenes with spatiotemporal an- notations of sound events,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Starss23: An audio-visual dataset of spatial recordings of real scenes with spatiotemporal an- notations of sound events,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.308978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c77d6f36-e5de-4d49-8c4c-2b2387c8971c · outbound

This paper cites Spatial scaper: A library to simulate and augment soundscapes for sound event localization and detection in real- istic rooms,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Spatial scaper: A library to simulate and augment soundscapes for sound event localization and detection in real- istic rooms,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:10:04.296015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6f8569aa-4268-4f4f-9108-47863b72b2cd · outbound

This paper cites Overview and evaluation of sound event localization and detection in dcase 2019,.

Improving Stereo 3D Sound Event Localization and Detection: Perceptual Features, Stereo-specific Data Augmentation, and Distance Normalization Overview and evaluation of sound event localization and detection in dcase 2019,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T21:10:04.184801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 24a2c896-bbfd-46a8-9c00-c8321b11996a · inbound