# Visual Active Search on DOTA Large Vehicle (test) Source: [Visual Active Search on DOTA Large Vehicle (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:35.206Z Evaluation of Visual Active Search performance on the test split of the DOTA Large Vehicle dataset, reporting metrics such as ANT. 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 | Visual Active Search | | Dataset (including any stated split) | DOTA Large Vehicle (test) | | Metric | ANT | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [ANT](): Higher is better; unit: SCALAR. ## Recorded results | Method | ANT | Result date | Report paper | | --- | --- | --- | --- | | MPS-VAS | 9.24 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 9.22 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 8.9 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 8.9 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 7.88 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 7.86 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 7.67 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 7.65 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 6.51 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 6.5 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 6.31 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 6.3 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 5.67 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 5.55 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 5.51 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 5.26 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 5.14 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 4.77 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 4.59 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 4.54 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 4.12 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 4.03 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 3.99 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 3.87 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 3.85 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 3.61 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 3.4 | Not recorded | 68fa711d1e209131cea4f30c | ### MPS-VAS ANT: 9.24. Result ID: 6991b2273a6c31484909f787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### PSVAS ANT: 9.22. Result ID: 6991b2273a6c31484909f784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### E2EVAS ANT: 8.9. Result ID: 6991b2273a6c31484909f77e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### OnlineTTA ANT: 8.9. Result ID: 6991b2273a6c31484909f781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### MPS-VAS ANT: 7.88. Result ID: 6991b2273a6c31484909f786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### PSVAS ANT: 7.86. Result ID: 6991b2273a6c31484909f783. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### OnlineTTA ANT: 7.67. Result ID: 6991b2273a6c31484909f780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### E2EVAS ANT: 7.65. Result ID: 6991b2273a6c31484909f77d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### MPS-VAS ANT: 6.51. Result ID: 6991b2273a6c31484909f785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### PSVAS ANT: 6.5. Result ID: 6991b2273a6c31484909f782. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### OnlineTTA ANT: 6.31. Result ID: 6991b2273a6c31484909f77f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### E2EVAS ANT: 6.3. Result ID: 6991b2273a6c31484909f77c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### GS ANT: 5.67. Result ID: 6991b2273a6c31484909f775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### GC ANT: 5.55. Result ID: 6991b2273a6c31484909f772. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### AL ANT: 5.51. Result ID: 6991b2273a6c31484909f778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### AS ANT: 5.26. Result ID: 6991b2273a6c31484909f77b. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### Random ANT: 5.14. Result ID: 6991b2273a6c31484909f76f. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":18,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### GS ANT: 4.77. Result ID: 6991b2273a6c31484909f774. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### GC ANT: 4.59. Result ID: 6991b2273a6c31484909f771. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### AL ANT: 4.54. Result ID: 6991b2273a6c31484909f777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### AS ANT: 4.12. Result ID: 6991b2273a6c31484909f77a. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### Random ANT: 4.03. Result ID: 6991b2273a6c31484909f76e. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":15,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### GS ANT: 3.99. Result ID: 6991b2273a6c31484909f773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### GC ANT: 3.87. Result ID: 6991b2273a6c31484909f770. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### AL ANT: 3.85. Result ID: 6991b2273a6c31484909f776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### AS ANT: 3.61. Result ID: 6991b2273a6c31484909f779. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. ### Random ANT: 3.4. Result ID: 6991b2273a6c31484909f76d. [Reporting paper]() Recorded evaluation configuration: {"Search budget (C)":12,"Training Target":"Large Vehicle","Query Setting":"Single-Query"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.