Paper Citation Record · LEDGER

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration

As of 20 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2501.05885.

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

pith.paper-citation-record.v1
2501.05885 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:09:40.646736Z

measured 32 of 32 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 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 exact0
verified fuzzy12
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5cb3a3e1-da1f-4753-9249-f9bd031feb38 · outbound

This paper cites Zhu et al., ”Detection and Tracking Meet Drones Challenge,” in IEEE Transactions on Pattern Analysis and Machine Intel- ligence, vol.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Zhu et al., ”Detection and Tracking Meet Drones Challenge,” in IEEE Transactions on Pattern Analysis and Machine Intel- ligence, vol

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:41.071853Z

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 68c4ad26-e7e4-4330-878e-4d45a7359f10 · outbound

This paper cites Bisio, H.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Bisio, H

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:41.058682Z

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 a9796004-5f5a-4ee9-b165-e4152c05590a · outbound

This paper cites Redmon, S.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Redmon, S

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:41.046346Z

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 864d6d79-2f75-481d-8483-bdde143d17a8 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.030816Z

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 ea2d97f5-3e87-47d8-b2d6-0289019c8187 · outbound

This paper cites Carion, F.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Carion, F

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:41.017404Z

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 76ba3336-f0a2-47e5-b1b1-b292830ad679 · outbound

This paper cites YOLOv10: Real-Time End-to-End Object Detection.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration YOLOv10: Real-Time End-to-End Object Detection

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.488374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69fda90b-683a-45cc-b392-31e7c491aab7 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:41.005162Z

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 ffc1b201-c4ca-4456-915f-a75156727da5 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.993102Z

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 f407828c-94c9-4528-8067-04faf5a2dd45 · outbound

This paper cites Dosovitskiy, L.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Dosovitskiy, L

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.980991Z

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 e08fbc27-cdcc-48e9-b8b7-cbd5fe89d2e5 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.964754Z

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 85cd56a7-cd72-4c7a-b895-5c31a8355c9d · outbound

This paper cites Muzammul, A.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Muzammul, A

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.951911Z

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 b1a91865-cc47-491a-88bc-10321776201f · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.940304Z

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 2aac0914-f504-48bd-9a71-e73d1687db70 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.928160Z

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 782d2c58-2037-4c43-9c74-3c67df42b7e1 · outbound

This paper cites Niu and Y.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Niu and Y

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.916253Z

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 41e39d32-3911-4aef-8477-30aef6fe6e6d · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.905131Z

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 db9f7fed-e376-43a5-8ee2-b05dd270e973 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.893607Z

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 90e3a2f5-0028-4133-a1b1-02963973d7d3 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.882089Z

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 2136a4da-e735-4b9e-90ea-67449868f378 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.869924Z

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 a59e069e-b450-42f2-bc10-aca10b5224d2 · outbound

This paper cites Elfwing, E.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Elfwing, E

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.857250Z

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 3e54e5cf-688f-403e-aafb-1968ed47ff49 · outbound

This paper cites Jocher, ”YOLOv5 by Ultralytics,” Zenodo, 2020.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Jocher, ”YOLOv5 by Ultralytics,” Zenodo, 2020

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.590919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d569674d-719a-4143-abc5-fe972ceb1d0d · outbound

This paper cites Jocher, A.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Jocher, A

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.843881Z

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 cfb8fcbe-6360-488a-812f-760889c19faa · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.831878Z

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 050d470f-2d8b-4685-969f-1f4e0ebd51f2 · outbound

This paper cites Vaswani, N.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Vaswani, N

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.819132Z

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 4ecd5fa6-02db-4f4f-98c3-2f4eab42db3c · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.806228Z

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 cb149cc6-8517-4917-998d-d8c5dc832917 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.792520Z

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 f0849c0d-1f65-45b7-ae5d-278288775a33 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.778329Z

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 de9eaf7c-c040-45fd-90c0-979cdae47968 · outbound

This paper cites Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.624400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c3ef9fd-6e48-4bd6-ac95-26d2a0974495 · outbound

This paper cites an unresolved cited work.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:09:40.763140Z

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 e26685d1-43c9-4d9e-9c29-e1b5be616b43 · outbound

This paper cites Ackerman and C.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Ackerman and C

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.750084Z

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 89c8b194-7670-4293-bc79-deb2f31a4804 · outbound

This paper cites Adarsh, P.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration Adarsh, P

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:09:40.736471Z

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 41ba7a41-7f97-4d5d-974c-cc19702fbee0 · outbound

This paper cites YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.642134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be8da62-4daa-45b1-929b-8f5f745a3c1f · outbound

This paper cites YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information.

EDNet: Edge-Optimized Small Target Detection in UAV Imagery -- Faster Context Attention, Better Feature Fusion, and Hardware Acceleration YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T21:09:40.646736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.