Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:00:12.781856Z
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 18 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
32 of 32 outbound references displayed
- verified exact1
- verified fuzzy19
- unresolved12
- parse uncertain0
- malformed identifier0
- metadata mismatch0
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:16.761249Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:10.356194Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:16.550061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:10.578887Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:16.373267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:15.998616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:10.807875Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:15.576537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:15.141162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.979943Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:11.211052Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.870269Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.601388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:11.703012Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.477053Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.357070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:11.886139Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:11.926420Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.213079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:14.075298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- raw_fallback, observed 2026-08-06T17:00:13.975707Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T17:00:13.083568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- verified fuzzy
- 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 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- verified fuzzy
- 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 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:12.429721Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- verified fuzzy
- raw_fallback, observed 2026-08-06T17:00:13.509788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:12.605152Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:12.731180Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-18T06:34:40.430872+00:00.
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
- no resolver link, observed 2026-08-06T17:00:11.512900Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:00:10.503604Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.