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Paper Citation Record · LEDGER

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking

As of 20 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 2 inbound Pith citation observations for arXiv:2412.08321.

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

pith.paper-citation-record.v1
2412.08321 v3

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:03:30.084717Z

measured 46 of 46 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:49:31.151115Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T04:59:03.992601Z

Reference resolution

44 of 44 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0499245c-1905-46a6-866c-62fcdb20e744 · outbound

This paper cites Blackman and R.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Blackman and R

Reference 1

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Source-reported events for the cited work

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Observation 45ea0e2d-31bf-47c5-b25d-2bfb0edca0cb · outbound

This paper cites Bar-Shalom, P.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Bar-Shalom, P

Reference 2

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Observation 12379ec7-2047-4b0b-8f77-9768a0d37d9d · outbound

This paper cites an unresolved cited work.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Unresolved cited work

Reference 3

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Source-reported events for the cited work

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Observation 76f1fe14-2b8c-4341-97a0-d93c11ff547e · outbound

This paper cites Multiple target tracking based on sets of trajectories,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Multiple target tracking based on sets of trajectories,

Reference 4

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Source-reported events for the cited work

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Observation 87d9879b-61eb-4364-a44c-7dbd8364ad08 · outbound

This paper cites Feature- based multi-object tracking with maximally one object per class,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Feature- based multi-object tracking with maximally one object per class,

Reference 5

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Source-reported events for the cited work

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Observation 99535509-6ab7-4e6e-846a-082a1f52a965 · outbound

This paper cites Multi-object tracking with multiple birth, death, and spawn scenarios using a randomized hypothesis generation technique (RFISST),.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Multi-object tracking with multiple birth, death, and spawn scenarios using a randomized hypothesis generation technique (RFISST),

Reference 6

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Source-reported events for the cited work

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Observation ef3ce34a-7d15-4b14-a2ca-87e25ea2572c · outbound

This paper cites Advances in multi-target tracking performance evalua- tion,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Advances in multi-target tracking performance evalua- tion,

Reference 7

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Source-reported events for the cited work

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Observation 9bc5334b-4917-48f7-bdbb-fe96019897ee · outbound

This paper cites Evaluating multiple object tracking performance: The clear mot metrics,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Evaluating multiple object tracking performance: The clear mot metrics,

Reference 8

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Source-reported events for the cited work

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Observation aedaf1af-5c72-4d33-bb27-c9222169d78a · outbound

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

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking MOT16: A Benchmark for Multi-Object Tracking

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 325a6662-cd18-451d-a3d4-ae71ad40acaf · outbound

This paper cites HOTA: A higher order metric for evaluating multi-object tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking HOTA: A higher order metric for evaluating multi-object tracking,

Reference 10

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Source-reported events for the cited work

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Observation 4276ca12-d73c-478f-9e28-e72b7a0ce164 · outbound

This paper cites Learning a neural solver for multiple object tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Learning a neural solver for multiple object tracking,

Reference 11

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Source-reported events for the cited work

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Observation f04edc07-5817-4820-9bf0-685508cc7882 · outbound

This paper cites website of Multiple Object Tracking Benchmark MOT17,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking website of Multiple Object Tracking Benchmark MOT17,

Reference 12

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Source-reported events for the cited work

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Observation fc7c0e92-1c0d-4e5d-b778-f15969c24367 · outbound

This paper cites an unresolved cited work.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Unresolved cited work

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation bd713951-8ffe-428a-8bc3-9f6d6f537f1a · outbound

This paper cites A metric for performance evaluation of multi-target tracking algorithms,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A metric for performance evaluation of multi-target tracking algorithms,

Reference 14

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Source-reported events for the cited work

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Observation d0a306a1-72c4-4891-833d-704b11916a6e · outbound

This paper cites How trustworthy are performance evaluations for basic vision tasks?,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking How trustworthy are performance evaluations for basic vision tasks?,

Reference 15

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Source-reported events for the cited work

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Observation a9c2a0a2-d1e9-45c1-8036-c639f58ab266 · outbound

This paper cites A metric on the space of finite sets of trajectories for evaluation of multi-target tracking algorithms,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A metric on the space of finite sets of trajectories for evaluation of multi-target tracking algorithms,

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.

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Observation b46ff358-9204-4c5d-beef-39051566fbc7 · outbound

This paper cites A time- weighted metric for sets of trajectories to assess multi-object tracking algorithms,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A time- weighted metric for sets of trajectories to assess multi-object tracking algorithms,

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.

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Observation 7a377711-66e7-4230-b7dc-d674a6969308 · outbound

This paper cites A metric for sets of trajectories that is practical and mathematically consistent,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A metric for sets of trajectories that is practical and mathematically consistent,

Reference 18

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Source-reported events for the cited work

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

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Observation fe3eeaa1-8bd6-430d-ac90-9536810f727a · outbound

This paper cites A solution for large-scale multi- object tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A solution for large-scale multi- object tracking,

Reference 19

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Source-reported events for the cited work

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Observation a74859cd-eac8-4de3-938c-fb2aec128df1 · outbound

This paper cites A new performance metric for multiple target tracking based on optimal subpattern assignment,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A new performance metric for multiple target tracking based on optimal subpattern assignment,

Reference 20

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Observation 3be1483f-1e09-4a6b-8abe-f19bbd9ce281 · outbound

This paper cites Motchallenge: A benchmark for single- camera multiple target tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Motchallenge: A benchmark for single- camera multiple target tracking,

Reference 21

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Source-reported events for the cited work

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Observation 7094fe00-8930-4dda-986f-940057addd73 · outbound

This paper cites Very deep convolutional networks for large-scale image recognition,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Very deep convolutional networks for large-scale image recognition,

Reference 22

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Source-reported events for the cited work

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Observation d7ab8dc9-1d30-4451-ab89-bb65a218476a · outbound

This paper cites Tracking without bells and whistles,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Tracking without bells and whistles,

Reference 23

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Source-reported events for the cited work

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Observation 2960129e-5ff0-4719-ad11-34365070b0b3 · outbound

This paper cites BoT-SORT: Robust Associations Multi-Pedestrian Tracking.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking BoT-SORT: Robust Associations Multi-Pedestrian Tracking

Reference 24

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Observation d519a727-d039-4e2b-b931-42fc68488234 · outbound

This paper cites Yolox: Exceeding yolo series in 2021,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Yolox: Exceeding yolo series in 2021,

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9d685253-dd37-467d-9892-0265ae229432 · outbound

This paper cites Online multi-object tracking with GMPHD filter and occlusion group manage- ment,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Online multi-object tracking with GMPHD filter and occlusion group manage- ment,

Reference 26

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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.

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Observation 4baecdee-b178-4def-93c1-5dcd14a8d18e · outbound

This paper cites Bounding box detection in visual tracking: Measurement model parameter estimation,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Bounding box detection in visual tracking: Measurement model parameter estimation,

Reference 27

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Source-reported events for the cited work

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Observation bc106a4f-69b3-4142-8ad3-71e3f6670939 · outbound

This paper cites Gener- alized optimal sub-pattern assignment metric,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Gener- alized optimal sub-pattern assignment metric,

Reference 28

Resolution
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Source-reported events for the cited work

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

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Observation 2e9bcb87-4401-4739-91f5-e082647edef1 · outbound

This paper cites Efficient evaluation of target tracking using entropic optimal transport,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Efficient evaluation of target tracking using entropic optimal transport,

Reference 29

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Source-reported events for the cited work

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Observation c8a59855-c0e3-4212-9155-8805102b9854 · outbound

This paper cites Generalized intersection over union,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Generalized intersection over union,

Reference 30

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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.

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Observation 94d338cf-f0e3-4732-8d24-7d9608cbe69a · outbound

This paper cites Bound- ary iou: Improving object-centric image segmentation evaluation,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Bound- ary iou: Improving object-centric image segmentation evaluation,

Reference 31

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Source-reported events for the cited work

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Observation 3ec12f67-4756-4483-9352-6904c6d746bc · outbound

This paper cites Enhancing geometric factors in model learning and inference for object detection and instance segmentation,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Enhancing geometric factors in model learning and inference for object detection and instance segmentation,

Reference 32

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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.

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Observation fccb90c8-01b2-4206-a652-1f3d73b417a4 · outbound

This paper cites Rudin, Real and Complex Analysis.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Rudin, Real and Complex Analysis

Reference 33

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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.

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Observation 97a9bdf1-c27e-474a-bc70-5cd710ebd577 · outbound

This paper cites Distance between sets,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Distance between sets,

Reference 34

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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.

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Observation 565f6439-d9dc-43ee-bb53-341f8082e427 · outbound

This paper cites Iof-tracker: A two-stage multiple targets tracking method using spatial-temporal fusion algorithm,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Iof-tracker: A two-stage multiple targets tracking method using spatial-temporal fusion algorithm,

Reference 35

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raw_fallback, observed 2026-08-11T18:03:30.241821Z

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.

source=pdf_text observed=2026-08-11T18:03:30.053148Z digest=sha256:19236065f708504469ca879a330f82b13c78d17f5470363367dc5669bd8dcbe9

Observation 112b515f-634e-4890-924f-0153855aaa16 · outbound

This paper cites Featuresort: Essential features for effective tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Featuresort: Essential features for effective tracking,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.232259Z

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.

source=pdf_text observed=2026-08-11T18:03:30.056287Z digest=sha256:3ac16866a877bea8fa62c3afccba7db2d4cce87e5f6aa639333f5956b42a3257

Observation 08ecaa3f-5486-4cd0-b2bd-b9110b5f5411 · outbound

This paper cites Learning to track with object permanence,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Learning to track with object permanence,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.221800Z

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.

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Observation 65295e03-9f26-492f-a624-7e3146fcf6f5 · outbound

This paper cites Transcenter: Transformers with dense representations for multiple- object tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Transcenter: Transformers with dense representations for multiple- object tracking,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.210837Z

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.

source=pdf_text observed=2026-08-11T18:03:30.063181Z digest=sha256:49cd0162066f5ca92329b216ad83c993d4dcab8635873c537929cad09063db00

Observation 1a17105f-281c-4ebf-8139-b3c3170ff486 · outbound

This paper cites Pixel-guided association for multi-object tracking,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Pixel-guided association for multi-object tracking,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.198424Z

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.

source=pdf_text observed=2026-08-11T18:03:30.066686Z digest=sha256:096a37f76e4405062700bda87581b0ffad64f9e9a0e6edf0ec5d2c8f49bb3352

Observation b43f1789-4c18-4d88-9b56-f8a46d2838b1 · outbound

This paper cites Goodman, H.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Goodman, H

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.186652Z

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.

source=pdf_text observed=2026-08-11T18:03:30.070312Z digest=sha256:cbff6bce86fdaa61036012ac87b452bf75b3abca51ad1a4e60971f6b12910216

Observation f2bef84b-3be0-42aa-ab40-18509625d8cd · outbound

This paper cites Stoyan, W.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Stoyan, W

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.175778Z

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.

source=pdf_text observed=2026-08-11T18:03:30.073858Z digest=sha256:8c0a645dd65d001e72ab2de742f7344c9f99bd81a39307938a7201360fb77e33

Observation 201bbc09-3fda-49ec-a2c3-697c81f68b9b · outbound

This paper cites A hausdorff distance between hyper-rectangles for clus- tering interval data,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking A hausdorff distance between hyper-rectangles for clus- tering interval data,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.165791Z

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.

source=pdf_text observed=2026-08-11T18:03:30.077422Z digest=sha256:944bf21a6cbb09fed13e0dc7e5b972e243bee29d19ee1fd1ba60fa3fe8a77854

Observation 9578079f-4dbe-42a0-aa80-25077267759e · outbound

This paper cites Villani, Topics in Optimal Transportation , vol.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Villani, Topics in Optimal Transportation , vol

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.154797Z

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.

source=pdf_text observed=2026-08-11T18:03:30.080937Z digest=sha256:bf151ea44fc0d6dee33145b93245be716d0c9b56863f4e63e1205e019370101e

Observation adf2bf5e-cbfc-432b-8ea3-c6748507c161 · outbound

This paper cites Dynamic clustering of interval data using a wasserstein-based distance,.

TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking Dynamic clustering of interval data using a wasserstein-based distance,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T18:03:30.142301Z

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.

source=pdf_text observed=2026-08-11T18:03:30.084717Z digest=sha256:d205570a6ca58c1e7e250c2c2181ca3fc40ff27ca904315145dc30b89eb1d86b

Pith citing papers

Observation eeed8f33-bb66-47a8-aa6b-7b17e40c8be0 · inbound

Probabilistic Trajectory GOSPA: A Metric for Uncertainty-Aware Multi-Object Tracking Performance Evaluation cites this paper.

Probabilistic Trajectory GOSPA: A Metric for Uncertainty-Aware Multi-Object Tracking Performance Evaluation TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T19:49:31.151115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:49:31.151115Z digest=sha256:47f0f7796b9f8a82cf1196b948af044da8d1075a7c75754cc5632a888675aa9a

Observation 756abcd1-b3d4-4680-a273-1de18a819026 · inbound

Occlusion-Aware Multi-Object Tracking via Expected Probability of Detection cites this paper.

Occlusion-Aware Multi-Object Tracking via Expected Probability of Detection TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:59:03.995225Z

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.

source=pdf_text observed=2026-05-17T04:56:42.785259Z digest=sha256:8fd262edacb856a171c96e6903915f4fb6cca9cb8525293cecffcdefde7ea848