Paper Citation Record · LEDGER

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware

As of 21 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2507.01563.

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

pith.paper-citation-record.v1
2507.01563 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:52:00.094337Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

32 of 32 outbound references displayed

verified exact10
verified fuzzy16
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0bfed099-3dae-4b31-9257-653126c63692 · outbound

This paper cites A safety- oriented framework for sound event detection in driving scenarios,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware A safety- oriented framework for sound event detection in driving scenarios,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.914644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9da93264-14fa-47a3-91ca-7909fa131efc · outbound

This paper cites A siren identification system using deep learning to aid hearing-impaired people,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware A siren identification system using deep learning to aid hearing-impaired people,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.908364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e3b4f980-fc8e-4a5a-a314-92fa438cc428 · outbound

This paper cites A comprehensive review of smart emergency vehicle detection and response systems,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware A comprehensive review of smart emergency vehicle detection and response systems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.895932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ede21f63-7f51-47ed-a35c-4903e821c0ee · outbound

This paper cites Acoustic Based Emergency Vehicle Detection Using Ensemble of deep Learning Models,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Acoustic Based Emergency Vehicle Detection Using Ensemble of deep Learning Models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.890627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 82db8ff5-894c-4b93-9685-928c48277dec · outbound

This paper cites Ambulance Siren Detector using FFT on dsPIC,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Ambulance Siren Detector using FFT on dsPIC,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.884844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dfba8b0f-c9f4-4146-89b7-d05b9d958d7b · outbound

This paper cites A real- time siren detector to improve safety of guide in traffic environment,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware A real- time siren detector to improve safety of guide in traffic environment,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.868154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a786030a-1672-44ad-9057-23e129e8709d · outbound

This paper cites From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware From Large-scale Audio Tagging to Real-Time Explainable Emergency Vehicle Sirens Detection

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:52:00.811873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ae29d64b-daed-4810-bc1f-0dc33f92e003 · outbound

This paper cites E-PANNs: Sound Recognition Using Efficient Pre-trained Audio Neural Networks.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware E-PANNs: Sound Recognition Using Efficient Pre-trained Audio Neural Networks

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:52:00.801075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 14d4ed53-b0cf-4dc0-b872-3fd7cbc0fc98 · outbound

This paper cites PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition,

Reference 9

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:52:00.793844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 777feb7f-2a6e-4487-986a-9440ad5205a2 · outbound

This paper cites Audio Set: An ontology and human-labeled dataset for audio events,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Audio Set: An ontology and human-labeled dataset for audio events,

Reference 10

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:52:00.732151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2de4389f-db41-472a-b65b-a11cf4affd08 · outbound

This paper cites AudioSet- tools: A python framework for taxonomy-aware AudioSet curation and reproducible audio research,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware AudioSet- tools: A python framework for taxonomy-aware AudioSet curation and reproducible audio research,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.862521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 253ea173-cc31-4fd2-a475-019fc7fce175 · outbound

This paper cites Sound Event Detection: A tutorial,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Sound Event Detection: A tutorial,

Reference 12

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:52:00.649394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4dabeaeb-a8db-4a90-ae74-1029cca0f33e · outbound

This paper cites Acoustic data detection in large-scale emergency vehicle sirens and road noise dataset,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Acoustic data detection in large-scale emergency vehicle sirens and road noise dataset,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.856922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 806ca13e-d572-483f-bff8-ec6f5b1d1ff1 · outbound

This paper cites An Automatic Emergency Signal Recognition System for the Hearing Impaired,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware An Automatic Emergency Signal Recognition System for the Hearing Impaired,

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:52:00.582510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a7efd293-c048-4032-97f4-8db901c23732 · outbound

This paper cites ESC: Dataset for Environmental Sound Classification,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware ESC: Dataset for Environmental Sound Classification,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:52:00.067358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dde949c-f282-4b20-8f65-67f541234b52 · outbound

This paper cites Urban Sound & Sight: Dataset And Benchmark For Audio-Visual Urban Scene Understanding,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Urban Sound & Sight: Dataset And Benchmark For Audio-Visual Urban Scene Understanding,

Reference 16

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:52:00.378787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4b3b02fd-e68b-480c-b3a2-1847fad0a99a · outbound

This paper cites FSD50K: An Open Dataset of Human-Labeled Sound Events.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware FSD50K: An Open Dataset of Human-Labeled Sound Events

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:52:00.071485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1a5a5e6-982a-467a-8123-d451ff928147 · outbound

This paper cites sireNNet-Emergency Vehicle Siren Classification Dataset For Urban Applications,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware sireNNet-Emergency Vehicle Siren Classification Dataset For Urban Applications,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.844202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3bd72b15-fd4a-461b-9b78-cc8bb1aa0770 · outbound

This paper cites Large-Scale Audio Dataset for Emergency Vehicle Sirens and Road Noises,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Large-Scale Audio Dataset for Emergency Vehicle Sirens and Road Noises,

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-06T20:52:00.259286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7e77d14a-90f5-4d99-82b5-f166ea09f3e5 · outbound

This paper cites Audio Classification of Emergency Vehicle Sirens Using Recurrent Neural Network Architectures,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Audio Classification of Emergency Vehicle Sirens Using Recurrent Neural Network Architectures,

Reference 20

Resolution: verified exact; doi, observed 2026-08-06T20:52:00.118874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3f8d61d5-dc2b-43aa-9801-ec91b574724c · outbound

This paper cites Large-scale audio dataset for emergency vehicle sirens and road noises,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Large-scale audio dataset for emergency vehicle sirens and road noises,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.838707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 30685338-9d11-47cd-9413-00e677fa45d9 · outbound

This paper cites A Dataset and Taxonomy for Urban Sound Research,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware A Dataset and Taxonomy for Urban Sound Research,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:52:00.081145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06e2a31d-8bca-4e1c-9115-783420e713bf · outbound

This paper cites Modified Binary Search Algorithm.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Modified Binary Search Algorithm

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:52:00.128127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5f6ed941-c6c1-4668-952c-6bb140d158bc · outbound

This paper cites The benefit of temporally-strong labels in audio event classification,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware The benefit of temporally-strong labels in audio event classification,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.832818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4c68dcd8-35a3-4458-ad67-78c6a67e078a · outbound

This paper cites TorchMetrics - Measuring Reproducibility in PyTorch,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware TorchMetrics - Measuring Reproducibility in PyTorch,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:52:00.089629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb82f664-365f-4ebe-a2ff-63af13017bda · outbound

This paper cites Acoustic scene classification: An overview of dcase 2017 challenge entries,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Acoustic scene classification: An overview of dcase 2017 challenge entries,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.821240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d4d9e43a-759c-449d-a155-7c778dc8e560 · outbound

This paper cites Convolutional recurrent neural networks for polyphonic sound event detection,.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Convolutional recurrent neural networks for polyphonic sound event detection,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:52:00.094337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9489554-c17a-4ffb-97fa-2cdeb41a4fc4 · outbound

This paper cites Available: https://www2.ia-engineers.org/conference/ index.php/icisip/icisip2013/paper/view/247.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Available: https://www2.ia-engineers.org/conference/ index.php/icisip/icisip2013/paper/view/247

Reference 269

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.873563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bf5985eb-acf6-4e58-bce4-5c03d528683d · outbound

This paper cites an unresolved cited work.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Unresolved cited work

Reference 2013

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:52:00.878888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 013a0192-3517-4739-a22f-9c2f2602db98 · outbound

This paper cites Available: https://api.semanticscholar.org/CorpusID: 234742594.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Available: https://api.semanticscholar.org/CorpusID: 234742594

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.827445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dce62d2b-bb59-4ebd-815e-e7843832c02b · outbound

This paper cites Available: https://linkinghub.elsevier.com/retrieve/pii/ S0952197622001890.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Available: https://linkinghub.elsevier.com/retrieve/pii/ S0952197622001890

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.901590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dc22fe5f-1155-4b51-9a05-908f4f17c05a · outbound

This paper cites Available: https://linkinghub.elsevier.com/retrieve/pii/ S0957417424004731.

Real-Time Emergency Vehicle Siren Detection with Efficient CNNs on Embedded Hardware Available: https://linkinghub.elsevier.com/retrieve/pii/ S0957417424004731

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:52:00.851289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.