# Visual Active Search on DOTA Ship (test) Source: [Visual Active Search on DOTA Ship (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T07:28:02.511Z Evaluation of Visual Active Search performance on the test split of the DOTA Ship 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 Ship (test) | | Metric | ANT | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 31 of 31 | | 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](): Lower is better; unit: SCALAR. - [ANT (B=5)](): Lower is better; unit: SCALAR. - [ANT (B=7)](): Lower is better; unit: SCALAR. - [ANT (B=10)](): Lower is better; unit: SCALAR. ## Recorded results | Method | ANT | Result date | Report paper | | --- | --- | --- | --- | | Random | 2.41 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 2.57 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 2.81 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 2.82 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 2.96 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 3.02 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 3.27 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 3.42 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 3.44 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 3.57 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 3.57 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 3.59 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 3.6 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 3.79 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 3.95 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 4.03 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 4.26 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 4.27 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 4.42 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 4.43 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 4.48 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 4.51 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 4.75 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 5.15 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 5.15 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 5.23 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 5.58 | Not recorded | 68fa711d1e209131cea4f30c | ### Random ANT: 2.41. Result ID: 6991b2273a6c31484909f752. [Reporting 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: 2.57. Result ID: 6991b2273a6c31484909f75e. [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: 2.81. Result ID: 6991b2273a6c31484909f75b. [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: 2.82. Result ID: 6991b2273a6c31484909f755. [Reporting 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: 2.96. Result ID: 6991b2273a6c31484909f758. [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. ### Random ANT: 3.02. Result ID: 6991b2273a6c31484909f753. [Reporting 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: 3.27. Result ID: 6991b2273a6c31484909f75f. [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: 3.42. Result ID: 6991b2273a6c31484909f75c. [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: 3.44. Result ID: 6991b2273a6c31484909f756. [Reporting 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: 3.57. Result ID: 6991b2273a6c31484909f761. [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: 3.57. Result ID: 6991b2273a6c31484909f764. [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: 3.59. Result ID: 6991b2273a6c31484909f759. [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: 3.6. Result ID: 6991b2273a6c31484909f767. [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. ### MPS-VAS ANT: 3.79. Result ID: 6991b2273a6c31484909f76a. [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. ### Random ANT: 3.95. Result ID: 6991b2273a6c31484909f754. [Reporting 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: 4.03. Result ID: 6991b2273a6c31484909f760. [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: 4.26. Result ID: 6991b2273a6c31484909f75d. [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: 4.27. Result ID: 6991b2273a6c31484909f757. [Reporting 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: 4.42. Result ID: 6991b2273a6c31484909f762. [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: 4.43. Result ID: 6991b2273a6c31484909f765. [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. ### GS ANT: 4.48. Result ID: 6991b2273a6c31484909f75a. [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: 4.51. Result ID: 6991b2273a6c31484909f768. [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: 4.75. Result ID: 6991b2273a6c31484909f76b. [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: 5.15. Result ID: 6991b2273a6c31484909f763. [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: 5.15. Result ID: 6991b2273a6c31484909f766. [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: 5.23. Result ID: 6991b2273a6c31484909f769. [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: 5.58. Result ID: 6991b2273a6c31484909f76c. [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. Page 1 of 1. This is an index page, not the full collection.