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Paper Citation Record · LEDGER

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association

As of 9 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2507.12087.

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

pith.paper-citation-record.v1
2507.12087 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:00:12.781856Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

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  • verified fuzzy19
  • unresolved12
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10948c1e-bcf2-4f83-94fe-7f24af136113 · outbound

This paper cites Slicing aided hyper inference and fine-tuning for small object detection.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Slicing aided hyper inference and fine-tuning for small object detection

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 60b7934c-5b62-481f-b60a-61467c32ae63 · outbound

This paper cites Simple online and realtime tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Simple online and realtime tracking

Reference 2

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Observation c1057234-3cdb-45f4-b8c9-9c75c66c6305 · outbound

This paper cites Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking, March.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking, March

Reference 3

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ac126721-9701-4124-a187-95a809c31ceb · outbound

This paper cites MOT20: A benchmark for multi object tracking in crowded scenes.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association MOT20: A benchmark for multi object tracking in crowded scenes

Reference 4

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source=pdf_text observed=2026-08-06T17:00:10.578887Z digest=sha256:35f07b3776ef18786405471d2005517f7b0fd7d98262c27447357d03e55b5be7

Observation a097b541-7dc0-439d-b5fb-fa48f94ac36e · outbound

This paper cites The unmanned aerial vehicle benchmark: Object detection and tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association The unmanned aerial vehicle benchmark: Object detection and tracking

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f1e84214-2caf-4b71-bd01-109561fa95f2 · outbound

This paper cites Quantization without tears.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Quantization without tears

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:10.740214Z digest=sha256:2ce99b2b85df5437c6a609587a7b07d05fdc9eee6b2a6c9e5c9cf8ff6349159b

Observation fb361c34-8323-42be-9ce2-d47cbfbe3f04 · outbound

This paper cites Ultralytics YOLO, January 2023.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Ultralytics YOLO, January 2023

Reference 7

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Observation 849f86f3-087f-49f4-abf9-464104a84c84 · outbound

This paper cites Baseline code for SMOT4SB by IIM-TTIJ, 2025.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Baseline code for SMOT4SB by IIM-TTIJ, 2025

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5744406e-ddf6-47d3-b5b3-db33f71afa00 · outbound

This paper cites MV A 2025 Small Multi-Object Tracking for Spotting Birds Challenge: Dataset, Methods, and Results.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association MV A 2025 Small Multi-Object Tracking for Spotting Birds Challenge: Dataset, Methods, and Results

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation da3b90fa-042d-469e-9a09-804ee6af048d · outbound

This paper cites Mva2023 small object detection challenge for spotting birds: Dataset, methods, and results.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Mva2023 small object detection challenge for spotting birds: Dataset, methods, and results

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b3d5f5ca-bd7a-4f53-9fd6-fd422fe16497 · outbound

This paper cites GPLQ: A General, Practical, and Lightning QAT Method for Vision Transformers.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association GPLQ: A General, Practical, and Lightning QAT Method for Vision Transformers

Reference 11

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Observation dc533aa7-6dc9-4442-bdb6-2894abd3f28e · outbound

This paper cites Feature pyramid networks for object detection.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Feature pyramid networks for object detection

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7a42733d-4cac-4567-aeef-0849501ca1d8 · outbound

This paper cites A survey and performance evaluation of deep learning methods for small object detection.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association A survey and performance evaluation of deep learning methods for small object detection

Reference 13

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raw_fallback, observed 2026-08-06T17:00:14.725347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:11.382997Z digest=sha256:bbf573cf644196370ed9bd15192d5d6e87211258c4cf1f49bf8abd82bb904171

Observation 8fce3c98-1746-4339-945f-4ff2ad8504b1 · outbound

This paper cites HOTA: A Higher Order Metric for Evaluating Multi- Object Tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association HOTA: A Higher Order Metric for Evaluating Multi- Object Tracking

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6ae100ef-3a86-48a5-92d8-7ef16a799d8d · outbound

This paper cites MOT16: A Benchmark for Multi-Object Tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association MOT16: A Benchmark for Multi-Object Tracking

Reference 16

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Observation 3fa5d734-daac-4464-a155-e576b9e87809 · outbound

This paper cites The power of tiling for small object detection.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association The power of tiling for small object detection

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d2e2f696-68ed-43db-89e9-43bb85b31fe9 · outbound

This paper cites Flocks, herds and schools: A distributed behavioral model.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Flocks, herds and schools: A distributed behavioral model

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:11.811871Z digest=sha256:53f2dac98491f7ae1b5617ee9ae80e03b65d14ad6fa42cb560110f1837fcb749

Observation bbf1be6b-7298-4688-9913-deae727614c6 · outbound

This paper cites TransTrack: Multiple Object Tracking with Transformer.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association TransTrack: Multiple Object Tracking with Transformer

Reference 19

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Source-reported events for the cited work

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Observation 865e6704-8ef8-4a51-9bf7-11c982512118 · outbound

This paper cites QwT-v2: Practical, Effective and Efficient Post-Training Quantization.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association QwT-v2: Practical, Effective and Efficient Post-Training Quantization

Reference 20

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Unavailable: canonical work link unavailable.

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Observation 046af97c-87ac-4832-b13d-03ea19785648 · outbound

This paper cites Towards real-time multi-object tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Towards real-time multi-object tracking

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation dcdb97da-f138-4298-9bfa-59e065de3ba4 · outbound

This paper cites Simple online and realtime tracking with a deep association metric.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Simple online and realtime tracking with a deep association metric

Reference 22

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:12.068191Z digest=sha256:36a91a44f0526d2b32e395c586f574283903466f7aaa91c79e78db3cf7bf4f5c

Observation f5c6aa6c-db82-46ca-a552-0f9db5f6a2f2 · outbound

This paper cites Dot Distance for Tiny Object Detec- tion in Aerial Images.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Dot Distance for Tiny Object Detec- tion in Aerial Images

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:12.139101Z digest=sha256:a102331047a91404396805be02b1f46b15bfd6e37d2ceb5aaf1edb8083f62398

Observation a370b74e-c476-4b2c-bd40-4a9416ec26eb · outbound

This paper cites Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 4cee7e6d-a08c-463f-8275-997ee104d530 · outbound

This paper cites A unified object motion and affinity model for online multi-object tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association A unified object motion and affinity model for online multi-object tracking

Reference 25

Resolution
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raw_fallback, observed 2026-08-06T17:00:13.850934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:12.263625Z digest=sha256:921eb6a87fd7430dd37b4b251845d6c9b43564479ef88375700dcd367a61848e

Observation 4e68b32d-fac6-4940-bcec-12004b4ec5c5 · outbound

This paper cites Motr: End-to-end multiple-object tracking with transformer.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Motr: End-to-end multiple-object tracking with transformer

Reference 26

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raw_fallback, observed 2026-08-06T17:00:13.670337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:12.360222Z digest=sha256:22f53a9573b5f557e8caa669ef3df34d77b481dfc30415809c7edbd472a1a8a0

Observation 8ddaa5fa-3700-4710-b86f-137bfbf5d94b · outbound

This paper cites ByteTrack: Multi-Object Tracking by Associating Every Detection Box.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association ByteTrack: Multi-Object Tracking by Associating Every Detection Box

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:00:12.429721Z digest=sha256:f09fb4800484bcadbcd2500c14aca69812e3568c311b07eb9ceea781997a42d8

Observation c69736ed-88d8-4043-b5e5-23a94af2a3ae · outbound

This paper cites Fairmot: On the fairness of detection and re-identification in multiple object tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Fairmot: On the fairness of detection and re-identification in multiple object tracking

Reference 28

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:12.525586Z digest=sha256:a730a8514caa1a12ee716c216677d2e5be531eee896e65facd9c87c7438082c4

Observation 8eb1db1e-ec94-4f7a-a896-fac747f2021a · outbound

This paper cites Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:00:12.605152Z digest=sha256:1a4fc826f183f14b11e73685481a737c6bff724cbf834fc77881e769e52a7716

Observation f6f074fc-da78-4c46-994e-5607797b4265 · outbound

This paper cites Vision Meets Drones: A Challenge.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Vision Meets Drones: A Challenge

Reference 30

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unresolved
no resolver link, observed 2026-08-06T17:00:12.731180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:00:12.731180Z digest=sha256:be2395b02647ebeb156c65e105bd37af1402d4d32cb30fac19db349bcf175167

Observation efaba6a3-c479-4d9c-9723-050ce4d95fea · outbound

This paper cites Learning data augmentation strategies for object detection.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Learning data augmentation strategies for object detection

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:00:13.381597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:00:12.781856Z digest=sha256:7be0b85dd2486605846ff04bdc48a2235ac58986516c82b2b8571a35fe95ac65

Observation 943bbf4e-74ad-494b-8787-f002d5c6ea8b · outbound

This paper cites HOTA: A Higher Order Metric for Evaluating Multi-Object Tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association HOTA: A Higher Order Metric for Evaluating Multi-Object Tracking

Reference 2021

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:00:11.512900Z digest=sha256:926074ffad649f6328e1652eb72de6ff2aac485967f47c3a7f2b7c4d8a20ad06

Observation b3755129-c1c5-4888-ab59-466770a60ce2 · outbound

This paper cites Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking.

YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking

Reference 2023

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:00:10.503604Z digest=sha256:895ad7ad8206e0d13363ed6b961710c4724061f4c0d5a61c5797b52b4384e1b6

Pith citing papers

No inbound Pith citation observations are available.