Paper Citation Record · LEDGER

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model

As of 20 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2501.12087.

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

pith.paper-citation-record.v1
2501.12087 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:34:37.638132Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:36:11.721143Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T11:56:55.951243Z

Reference resolution

43 of 43 outbound references displayed

verified exact6
verified fuzzy16
unresolved18
parse uncertain0
malformed identifier2
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7119ce11-d2ca-4f90-b98c-bf20c7f69f08 · outbound

This paper cites Bhadra, A.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Bhadra, A

Reference 1

Resolution: malformed identifier; no resolver link, observed 2026-08-10T17:34:37.403475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf7deb3f-58a2-4835-9d2a-aca25a33dd3d · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 2

Resolution: verified exact; doi, observed 2026-08-10T17:34:37.727736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1d112fef-ed99-49ac-b996-1b2e7f1f324d · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-10T17:34:37.709632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7cb95d57-cf54-4ab8-848d-f7d745b1016f · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.420523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da65e85e-2d51-4fad-8704-2457e8d7363f · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation 6130c9b1-d8e4-4755-b773-e8e93a7a2bfd · outbound

This paper cites Available at: https: //eol.jsc.nasa.gov/ESRS/Disasters/ShowIDCTracking.pl (Accessed: Aug.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Available at: https: //eol.jsc.nasa.gov/ESRS/Disasters/ShowIDCTracking.pl (Accessed: Aug

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.697901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 80c023c1-7fa8-43c3-85a0-c24937561ea7 · outbound

This paper cites Available at: https://forest-fire.emergency.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Available at: https://forest-fire.emergency

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.681308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 73ac5af9-56ba-42cb-8776-de1584d128ab · outbound

This paper cites S., Khokhar, M.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model S., Khokhar, M

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.442589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4964740b-1939-46d2-85fe-73fe45709ba3 · outbound

This paper cites and Theocharides, T.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model and Theocharides, T

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1f6965a3-1ce1-4df8-bb76-a3c1cf8db234 · outbound

This paper cites (2020) ’AIDER (Aerial Image Dataset for Emergency Response Applications),’ Zenodo.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model (2020) ’AIDER (Aerial Image Dataset for Emergency Response Applications),’ Zenodo

Reference 10

Resolution: verified exact; doi, observed 2026-08-10T17:34:37.679032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6ad93efd-3b7f-4385-9320-c357477f075f · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fe54e68b-2f3a-4de4-a7ee-fa3398bb0b4e · outbound

This paper cites Rahnemoonfar, T.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Rahnemoonfar, T

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.646790Z

Source-reported events for the cited work

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Observation 3bab2a59-4f80-48fc-86d6-9605ea399f36 · outbound

This paper cites Semi-Supervised Classification and Segmentation on High Resolution Aerial Images.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Semi-Supervised Classification and Segmentation on High Resolution Aerial Images

Reference 13

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Observation f0fa0a78-b614-4ea6-a684-ef9a73359226 · outbound

This paper cites Xiang, L.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Xiang, L

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6de612f0-9da8-4c52-b3d1-d93f233daab7 · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3fdce0c9-cd69-4942-8500-ce0d78bc12d9 · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a0f4a5a3-d21b-4e7d-8841-9c5da9eaceae · outbound

This paper cites Sharma, O.-C.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Sharma, O.-C

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d470ed7c-bfe0-4396-afda-0e66a315f5e6 · outbound

This paper cites Presa-Reyes, Y.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Presa-Reyes, Y

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.568423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a3355216-6658-45c5-b283-75ead37e34c5 · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 24d6ce07-4cef-4cb1-93d6-66cb1cd0b903 · outbound

This paper cites FireNet: A Specialized Lightweight Fire & Smoke Detection Model for Real-Time IoT Applications.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model FireNet: A Specialized Lightweight Fire & Smoke Detection Model for Real-Time IoT Applications

Reference 20

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Source-reported events for the cited work

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Observation 8c86cca4-2082-403e-b857-4cb6b1cda9bc · outbound

This paper cites Shoukry, F.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Shoukry, F

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.535869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6f8a75a2-28bb-442c-89c0-29ad2e89c82c · outbound

This paper cites Vaswani, N.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Vaswani, N

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5b07b362-59ee-4764-bd8d-240264336365 · outbound

This paper cites Dosovitskiy, L.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Dosovitskiy, L

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.503490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 72d891da-da4f-450c-97ea-e11540004df7 · outbound

This paper cites Touvron, M.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Touvron, M

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.487912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d8386a7c-7fce-4d38-844a-5b8b12532761 · outbound

This paper cites Carion, F.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Carion, F

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.471967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6d9c939c-8cc3-4100-b5d6-9771c28a5000 · outbound

This paper cites Zheng, J.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Zheng, J

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.455036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c5c9f77c-3404-494f-bf70-e6e52fac64c4 · outbound

This paper cites Swin Transformer: Hierarchical Vision Transformer using Shifted Windows.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Reference 27

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Source-reported events for the cited work

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Observation bee3ca99-c36f-4f52-aa38-66f380365cb5 · outbound

This paper cites FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.551465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ff946f-15c2-47f8-9eeb-9e9abf5d626a · outbound

This paper cites I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.557622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8b85322-a187-498d-a00c-283f721f85c8 · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:34:38.438838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a6addc7c-d57b-4f95-926d-fa7104adc96e · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:34:38.423083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6488cf24-23a1-4453-9f04-511c85e81b7b · outbound

This paper cites PTQ4ViT: Post-training quantization for vision transformers with twin uniform quantization.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model PTQ4ViT: Post-training quantization for vision transformers with twin uniform quantization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.573127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab00a621-f10d-4799-bcc8-e3802be57461 · outbound

This paper cites PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-10T17:34:37.877347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation babec06a-b853-4c1b-a1ee-6677d9633973 · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:34:38.406640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 71b60085-219c-4d93-a33e-0e80d256ca1d · outbound

This paper cites RepQ-ViT: Scale Reparameterization for Post-Training Quantization of Vision Transformers.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model RepQ-ViT: Scale Reparameterization for Post-Training Quantization of Vision Transformers

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-10T17:34:37.853467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 47f11d10-de57-4a59-b531-541981a22acf · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:34:38.389192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 37a30b29-925f-485e-86b7-106760065065 · outbound

This paper cites A., Gupta, S.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model A., Gupta, S

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.370077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3d61043d-065c-46da-ab9b-cb136dd155d6 · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:34:38.353162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 28799977-21b4-4a4b-956a-b27cf1fab04b · outbound

This paper cites (2019) ’Fully quantized network for object detection,’ Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model (2019) ’Fully quantized network for object detection,’ Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.334876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 009952ef-06fe-4403-80d7-8c2f5df3fd82 · outbound

This paper cites (2019) ’Low- bit quantization of neural networks for efficient inference’, IEEE/CVF International Conference on Computer Vision Workshops.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model (2019) ’Low- bit quantization of neural networks for efficient inference’, IEEE/CVF International Conference on Computer Vision Workshops

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.318415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8137e386-0d7d-4be7-be43-70af0bd3f36b · outbound

This paper cites [Online].

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model [Online]

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:34:38.300454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d767fdc8-31ae-47fc-85bd-4bf0cd0af56f · outbound

This paper cites an unresolved cited work.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.638132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f45b2a24-d1fa-46fa-80e0-470b2df1be80 · outbound

This paper cites Q-ViT: Fully Differentiable Quantization for Vision Transformer.

UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model Q-ViT: Fully Differentiable Quantization for Vision Transformer

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-10T17:34:37.600121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3a0f4973-2ba5-4b94-bf96-925dd499b0f5 · inbound

DisasterBench: A Multimodal Benchmark for UAV-Based Disaster Response in Complex Environments cites this paper.

DisasterBench: A Multimodal Benchmark for UAV-Based Disaster Response in Complex Environments UAV-Assisted Real-Time Disaster Detection Using Optimized Transformer Model

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:56:55.952738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.