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Paper Citation Record · LEDGER

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm

As of 23 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2603.24016.

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

pith.paper-citation-record.v1
2603.24016 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T19:08:17.594352Z

measured 49 of 49 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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49 of 49 outbound references displayed

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Outbound references

Observation 624cd9a6-95fc-4e81-8db0-4f4268d79bc9 · outbound

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

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm MOT20: A benchmark for multi object tracking in crowded scenes

Reference 1

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Observation 2b561ff3-398e-4467-8bdc-b2fc7cea7921 · outbound

This paper cites Dancetrack: Multi-object tracking in uniform appearance and diverse motion,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Dancetrack: Multi-object tracking in uniform appearance and diverse motion,

Reference 2

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Observation 255c5d48-4317-4a19-91b5-dc5199709f74 · outbound

This paper cites Vision meets robotics: The kitti dataset,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Vision meets robotics: The kitti dataset,

Reference 3

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Observation 86b84acb-a96e-4aa0-9761-7823dee8102b · outbound

This paper cites Ov- track: Open-vocabulary multiple object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Ov- track: Open-vocabulary multiple object tracking,

Reference 4

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Observation 1b066986-ee02-4374-9d91-7fdd0d41e292 · outbound

This paper cites Matching anything by segmenting anything,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Matching anything by segmenting anything,

Reference 5

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Observation aff71c80-71aa-46c4-bcbc-5cf3be356c12 · outbound

This paper cites Slack: Semantic, location, and appearance aware open- vocabulary tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Slack: Semantic, location, and appearance aware open- vocabulary tracking,

Reference 6

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Observation 3cb75861-2579-4685-b990-3eb0d91f98f7 · outbound

This paper cites Open-vocabulary multi-object tracking with domain generalized and temporally adaptive features,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Open-vocabulary multi-object tracking with domain generalized and temporally adaptive features,

Reference 7

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Observation 9fe8506a-6cbc-45ed-b5db-ca25756b332f · outbound

This paper cites OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer

Reference 8

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Observation 1cf6866e-9ae6-4839-b319-aaadf2c66add · outbound

This paper cites Attention to trajec- tory: Trajectory-aware open-vocabulary tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Attention to trajec- tory: Trajectory-aware open-vocabulary tracking,

Reference 9

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Observation 0da93dce-d05b-45a8-bc34-9ebd8908f05b · outbound

This paper cites Lvis: A dataset for large vocabulary instance segmentation,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Lvis: A dataset for large vocabulary instance segmentation,

Reference 10

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Observation fcc9df3c-b1cc-4a2f-b505-bc8cc33a405c · outbound

This paper cites Segment anything,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Segment anything,

Reference 11

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Observation 581ad3fb-a1cf-4a08-9d9f-53c91c1f1f71 · outbound

This paper cites Tao: A large-scale benchmark for tracking any object,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Tao: A large-scale benchmark for tracking any object,

Reference 12

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Observation f1e1c2ce-ccbc-4989-aca9-8df5d4798944 · outbound

This paper cites Covtrack: Continuous open-vocabulary tracking via adaptive multi-cue fusion,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Covtrack: Continuous open-vocabulary tracking via adaptive multi-cue fusion,

Reference 13

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Observation e6873b2c-a7ef-4e25-b333-500ae5d9e88e · outbound

This paper cites Bdd100k: A diverse driving dataset for heterogeneous multitask learning,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Bdd100k: A diverse driving dataset for heterogeneous multitask learning,

Reference 14

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Observation de371686-1e54-4950-8b9b-4a43f9fb5593 · outbound

This paper cites People-tracking-by-detection and people-detection-by-tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm People-tracking-by-detection and people-detection-by-tracking,

Reference 15

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Observation 9954662a-a412-4569-af70-6a38c0f88b84 · outbound

This paper cites Tracking without bells and whistles,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Tracking without bells and whistles,

Reference 16

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Observation 88d5eb37-6f07-43bc-a479-9a896356d0b8 · outbound

This paper cites Qdtrack: Quasi-dense similarity learning for appearance-only multiple object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Qdtrack: Quasi-dense similarity learning for appearance-only multiple object tracking,

Reference 17

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Observation 96001817-4fce-4ba9-a813-14a0ef1367a6 · outbound

This paper cites Learning by track- ing: Siamese cnn for robust target association,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Learning by track- ing: Siamese cnn for robust target association,

Reference 18

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Observation c5ea66bd-1029-4fe2-988e-090e2053244a · outbound

This paper cites Quasi- dense similarity learning for multiple object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Quasi- dense similarity learning for multiple object tracking,

Reference 19

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Observation f7a6b980-ef8d-4f32-8be0-4d52a89a7d92 · outbound

This paper cites Tracking the untrackable: Learning to track multiple cues with long-term dependencies,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Tracking the untrackable: Learning to track multiple cues with long-term dependencies,

Reference 20

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Observation 83182938-cd18-460c-b7f6-1ba9f85b6004 · outbound

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

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Simple online and realtime tracking with a deep association metric,

Reference 21

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Observation 885250a3-e4bf-4e03-8450-5ad2e717e74f · outbound

This paper cites Memot: Multi-object tracking with memory,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Memot: Multi-object tracking with memory,

Reference 22

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Observation 420ad28e-0fc6-4aca-b10c-342f9ad8b55f · outbound

This paper cites Tracking objects as points,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Tracking objects as points,

Reference 23

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Observation 6a73505a-36ec-4f51-a11d-43a238875ab6 · outbound

This paper cites Probabilistic tracklet scoring and inpainting for multiple object track- ing,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Probabilistic tracklet scoring and inpainting for multiple object track- ing,

Reference 24

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Observation 4d889eda-4c00-4cc4-a3c6-cdb01ab1a5da · outbound

This paper cites Simple baselines for human pose estimation and tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Simple baselines for human pose estimation and tracking,

Reference 25

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Observation c7ebd12b-21de-4d20-ac4f-9e24034b3e00 · outbound

This paper cites Motiontrack: Learning robust short-term and long-term motions for multi-object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Motiontrack: Learning robust short-term and long-term motions for multi-object tracking,

Reference 26

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Observation 7edab222-9f87-41da-a6a0-75273640e6da · outbound

This paper cites Strong- sort: Make deepsort great again,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Strong- sort: Make deepsort great again,

Reference 27

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Observation fcf9e9c8-9b07-4920-94e9-b00ad18a18d6 · outbound

This paper cites Delving into motion-aware matching for monocular 3d object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Delving into motion-aware matching for monocular 3d object tracking,

Reference 28

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Observation 9d222fce-496e-47c7-90a8-8d520c0b4551 · outbound

This paper cites Track to reconstruct and reconstruct to track,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Track to reconstruct and reconstruct to track,

Reference 29

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Observation eac5875b-0cf2-4a0f-b1f0-5730f9794eef · outbound

This paper cites Camo-mot: Combined appearance-motion optimization for 3d multi-object tracking with camera-lidar fusion,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Camo-mot: Combined appearance-motion optimization for 3d multi-object tracking with camera-lidar fusion,

Reference 30

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Observation 7c1bf219-c6da-429b-8046-a704688ad696 · outbound

This paper cites Pedestrian Tracking with Monocular Camera using Unconstrained 3D Motion Model.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Pedestrian Tracking with Monocular Camera using Unconstrained 3D Motion Model

Reference 31

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Observation c1bf2db8-58eb-4725-b893-d7df25eab388 · outbound

This paper cites Track, then decide: Category-agnostic vision-based multi-object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Track, then decide: Category-agnostic vision-based multi-object tracking,

Reference 32

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Observation e1405e60-16b1-4034-99d7-d565b91e0056 · outbound

This paper cites Simple online and realtime tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Simple online and realtime tracking,

Reference 33

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Observation d345567a-ecf8-416d-86b5-6f36ac7742e7 · outbound

This paper cites Walker: self-supervised multiple object tracking by walking on tem- poral appearance graphs,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Walker: self-supervised multiple object tracking by walking on tem- poral appearance graphs,

Reference 34

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Observation d2a3543b-404d-49e6-a10a-6fbd3e05807a · outbound

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

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Towards real-time multi-object tracking,

Reference 35

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Observation 4e2b3632-9f88-4da7-b402-9930d8e1fa69 · outbound

This paper cites Bytetrack: Multi-object tracking by associating every detection box,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Bytetrack: Multi-object tracking by associating every detection box,

Reference 36

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Observation 743c3d5a-df4a-4536-969c-8c27b0a94caf · outbound

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

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Fairmot: On the fairness of detection and re-identification in multiple object tracking,

Reference 37

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Observation bbb80d4a-0c3d-4ede-8f20-b5126e8a85e7 · outbound

This paper cites Track- former: Multi-object tracking with transformers,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Track- former: Multi-object tracking with transformers,

Reference 38

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Observation d559cf25-8d9d-46b4-a155-53ca95aded7a · outbound

This paper cites TransTrack: Multiple Object Tracking with Transformer.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm TransTrack: Multiple Object Tracking with Transformer

Reference 39

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Observation 4f7b43a5-8d44-40cf-b157-a1c316f659ca · outbound

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

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Motr: End-to-end multiple-object tracking with transformer,

Reference 40

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Observation aa36aa5c-495b-4375-bf73-5fbdbb852db4 · outbound

This paper cites 1st Place Solution to ECCV-TAO-2020: Detect and Represent Any Object for Tracking.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm 1st Place Solution to ECCV-TAO-2020: Detect and Represent Any Object for Tracking

Reference 41

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Observation a0ad7293-890b-460c-b7a4-05fb508805e1 · outbound

This paper cites Global tracking transformers,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Global tracking transformers,

Reference 42

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Observation ed91be52-d5d6-453d-88d2-6d094879e95c · outbound

This paper cites Tracking every thing in the wild,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Tracking every thing in the wild,

Reference 43

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Observation ffa9284c-0461-4148-a5e6-078ff2b17713 · outbound

This paper cites Taking mobile multi-object tracking to the next level: People, unknown objects, and carried items,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Taking mobile multi-object tracking to the next level: People, unknown objects, and carried items,

Reference 44

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Observation b0bb203c-55d1-4ca9-8360-8125d8c42926 · outbound

This paper cites Opening up open world tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Opening up open world tracking,

Reference 45

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Observation d21b6cd8-13ec-4d64-9eff-700cce8e893b · outbound

This paper cites Learning transferable visual models from natural language supervision,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Learning transferable visual models from natural language supervision,

Reference 46

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Observation b14dd6e2-1f8e-48c9-ace0-afe8bcf54eed · outbound

This paper cites Open-vocabulary object detec- tion via vision and language knowledge distillation,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Open-vocabulary object detec- tion via vision and language knowledge distillation,

Reference 47

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Observation ee2222b7-914c-4c5d-bdbd-587690ea249c · outbound

This paper cites Deep residual learning for image recognition,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Deep residual learning for image recognition,

Reference 48

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Observation 37a372e5-3a2e-4bff-9da6-ca6e431ee2bb · outbound

This paper cites Observation- centric sort: Rethinking sort for robust multi-object tracking,.

COVTrack++: Learning Open-Vocabulary Multi-Object Tracking from Continuous Videos via a Synergistic Paradigm Observation- centric sort: Rethinking sort for robust multi-object tracking,

Reference 49

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