# Visual Active Search on DOTA Roundabout (test) Source: [Visual Active Search on DOTA Roundabout (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:35.269Z Evaluation of Visual Active Search performance on the test split of the DOTA Roundabout 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 Roundabout (test) | | Metric | ANT | | Unit | SCALAR | | Direction | Lower 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | ANT | Result date | Report paper | | --- | --- | --- | --- | | Random | 2.66 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 2.82 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 2.93 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 2.93 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 2.99 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 3.59 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 3.74 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 3.79 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 3.81 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 3.96 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 4 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 4.01 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 4.33 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 4.37 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 4.51 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 4.51 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 4.59 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 4.59 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 4.73 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 5.05 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 5.06 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 5.36 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 5.56 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 5.88 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 5.88 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 6.41 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 6.73 | Not recorded | 68fa711d1e209131cea4f30c | ### Random ANT: 2.66. Result ID: 6991b2273a6c31484909f7d9. [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: 2.82. Result ID: 6991b2273a6c31484909f7e5. [Reporting 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: 2.93. Result ID: 6991b2273a6c31484909f7dc. [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: 2.93. Result ID: 6991b2273a6c31484909f7e2. [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: 2.99. Result ID: 6991b2273a6c31484909f7df. [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: 3.59. Result ID: 6991b2273a6c31484909f7da. [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: 3.74. Result ID: 6991b2273a6c31484909f7e6. [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: 3.79. Result ID: 6991b2273a6c31484909f7e3. [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: 3.81. Result ID: 6991b2273a6c31484909f7dd. [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: 3.96. Result ID: 6991b2273a6c31484909f7e0. [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: 4. Result ID: 6991b2273a6c31484909f7e8. [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: 4.01. Result ID: 6991b2273a6c31484909f7eb. [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: 4.33. Result ID: 6991b2273a6c31484909f7ee. [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: 4.37. Result ID: 6991b2273a6c31484909f7db. [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: 4.51. Result ID: 6991b2273a6c31484909f7e7. [Reporting 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: 4.51. Result ID: 6991b2273a6c31484909f7f1. [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: 4.59. Result ID: 6991b2273a6c31484909f7de. [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: 4.59. Result ID: 6991b2273a6c31484909f7e4. [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. ### GS ANT: 4.73. Result ID: 6991b2273a6c31484909f7e1. [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: 5.05. Result ID: 6991b2273a6c31484909f7e9. [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: 5.06. Result ID: 6991b2273a6c31484909f7ec. [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: 5.36. Result ID: 6991b2273a6c31484909f7ef. [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: 5.56. Result ID: 6991b2273a6c31484909f7f2. [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: 5.88. Result ID: 6991b2273a6c31484909f7ea. [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: 5.88. Result ID: 6991b2273a6c31484909f7ed. [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: 6.41. Result ID: 6991b2273a6c31484909f7f0. [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: 6.73. Result ID: 6991b2273a6c31484909f7f3. [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.