# Referring Multi-Object Tracking on Refer-KITTI Source: [Referring Multi-Object Tracking on Refer-KITTI]() Collection index: [llms.txt]() Data updated: 2026-05-15T09:20:36.277Z Evaluation of Referring Multi-Object Tracking performance on the Refer-KITTI dataset using metrics including HOTA, IDF1, IDSW, and associated components. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Referring Multi-Object Tracking | | Dataset (including any stated split) | Refer-KITTI | | Metric | HOTA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [HOTA](): Higher is better; unit: PERCENT. - [IDSW](): Lower is better; unit: SCALAR. - [IDSW (Modified)](): Higher is better; unit: PERCENT. - [AssA](): Higher is better; unit: PERCENT. - [DetA](): Higher is better; unit: PERCENT. - [IDF1](): Higher is better; unit: PERCENT. - [IDP](): Higher is better; unit: PERCENT. - [IDR](): Higher is better; unit: PERCENT. - [DetRe](): Higher is better; unit: PERCENT. - [DetPr](): Higher is better; unit: PERCENT. - [AssRe](): Higher is better; unit: PERCENT. - [AssPr](): Higher is better; unit: PERCENT. - [LocA](): Higher is better; unit: PERCENT. ## Recorded results | Method | HOTA | Result date | Report paper | | --- | --- | --- | --- | | TransRMOT | 69.66 | Not recorded | 68fa7b071e209131cea864e8 | | TempRMOT | 68.7 | Not recorded | 68fa7b071e209131cea864e8 | | TransRMOT | 59.79 | Not recorded | 68fa7b071e209131cea864e8 | | TempRMOT | 56.87 | Not recorded | 68fa7b071e209131cea864e8 | | TransRMOT | 56.67 | Not recorded | 68fa7b071e209131cea864e8 | | TransRMOT | 56.26 | Not recorded | 68fa7b071e209131cea864e8 | | COAL | 53.38 | Not recorded | 6a06a8b9dbc836b87d82a20e | | HFF-Tracker | 52.41 | Not recorded | 6a06a8b9dbc836b87d82a20e | | TempRMOT | 52.21 | Not recorded | 6a06a8b9dbc836b87d82a20e | | TempRMOT | 51.52 | Not recorded | 68fa7b071e209131cea864e8 | | SKTrack | 50.85 | Not recorded | 6a06a8b9dbc836b87d82a20e | | TempRMOT | 49.89 | Not recorded | 68fa7b071e209131cea864e8 | | CDRMT | 49.35 | Not recorded | 6a06a8b9dbc836b87d82a20e | | MGLT | 49.25 | Not recorded | 6a06a8b9dbc836b87d82a20e | | EchoTrack | 48.86 | Not recorded | 6a06a8b9dbc836b87d82a20e | | iKUN | 48.84 | Not recorded | 6a06a8b9dbc836b87d82a20e | | CGATracker | 48.81 | Not recorded | 6a06a8b9dbc836b87d82a20e | | TransRMOT | 46.56 | Not recorded | 6a06a8b9dbc836b87d82a20e | | DeepRMOT | 39.55 | Not recorded | 6a06a8b9dbc836b87d82a20e | ### TransRMOT HOTA: 69.66. Result ID: 69cb704a47f34ce924b336e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Clean","Attack Vector":"–"}. This record does not assert independent reproduction. ### TempRMOT HOTA: 68.7. Result ID: 69cb704a47f34ce924b336eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Clean","Attack Vector":"–"}. This record does not assert independent reproduction. ### TransRMOT HOTA: 59.79. Result ID: 69cb704a47f34ce924b336e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Adv. Referring","Attack Vector":"Physical AAI"}. This record does not assert independent reproduction. ### TempRMOT HOTA: 56.87. Result ID: 69cb704a47f34ce924b336ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Adv. Referring (Spatio-temporal)","Attack Vector":"Physical AAI"}. This record does not assert independent reproduction. ### TransRMOT HOTA: 56.67. Result ID: 69cb704a47f34ce924b336ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Adv. Referring","Attack Vector":"Physical EAI"}. This record does not assert independent reproduction. ### TransRMOT HOTA: 56.26. Result ID: 69cb704a47f34ce924b336e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Adv. Referring","Attack Vector":"Pixels"}. This record does not assert independent reproduction. ### COAL HOTA: 53.38. Result ID: 6a06e55447f34ce924eed746. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"Ours"}. This record does not assert independent reproduction. ### HFF-Tracker HOTA: 52.41. Result ID: 6a06e55447f34ce924eed745. [Reporting paper]() Recorded evaluation configuration: {"Publication":"AAAI 2025"}. This record does not assert independent reproduction. ### TempRMOT HOTA: 52.21. Result ID: 6a06e55447f34ce924eed740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"arXiv 2024"}. This record does not assert independent reproduction. ### TempRMOT HOTA: 51.52. Result ID: 69cb704a47f34ce924b336ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Adv. Referring (Spatio-temporal)","Attack Vector":"Physical EAI"}. This record does not assert independent reproduction. ### SKTrack HOTA: 50.85. Result ID: 6a06e55447f34ce924eed744. [Reporting paper]() Recorded evaluation configuration: {"Publication":"TMM 2025"}. This record does not assert independent reproduction. ### TempRMOT HOTA: 49.89. Result ID: 69cb704a47f34ce924b336ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Adv. Referring (Spatio-temporal)","Attack Vector":"Pixels"}. This record does not assert independent reproduction. ### CDRMT HOTA: 49.35. Result ID: 6a06e55447f34ce924eed743. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"IF 2025"}. This record does not assert independent reproduction. ### MGLT HOTA: 49.25. Result ID: 6a06e55447f34ce924eed742. [Reporting paper]() Recorded evaluation configuration: {"Publication":"TIM 2025"}. This record does not assert independent reproduction. ### EchoTrack HOTA: 48.86. Result ID: 6a06e55447f34ce924eed73f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"ITS 2024"}. This record does not assert independent reproduction. ### iKUN HOTA: 48.84. Result ID: 6a06e55447f34ce924eed73e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Publication":"CVPR 2024"}. This record does not assert independent reproduction. ### CGATracker HOTA: 48.81. Result ID: 6a06e55447f34ce924eed741. [Reporting paper]() Recorded evaluation configuration: {"Publication":"TCSVT 2025"}. This record does not assert independent reproduction. ### TransRMOT HOTA: 46.56. Result ID: 6a06e55447f34ce924eed73c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2023"}. This record does not assert independent reproduction. ### DeepRMOT HOTA: 39.55. Result ID: 6a06e55447f34ce924eed73d. [Reporting paper]() Recorded evaluation configuration: {"Publication":"ICASSP 2024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.