# Visual Active Search on DOTA Plane (test) Source: [Visual Active Search on DOTA Plane (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T07:28:02.529Z Evaluation of Visual Active Search performance on the test split of the DOTA Plane 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 Plane (test) | | Metric | ANT | | Unit | SCALAR | | Direction | Higher 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](): Higher is better; unit: SCALAR. - [ANT (B=5)](): Higher is better; unit: SCALAR. - [ANT (B=7)](): Higher is better; unit: SCALAR. - [ANT (B=10)](): Higher is better; unit: SCALAR. ## Recorded results | Method | ANT | Result date | Report paper | | --- | --- | --- | --- | | MPS-VAS | 6.75 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 6.44 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 5.91 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 5.9 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 5.32 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 5.25 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 5.07 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 5.07 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 5.07 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 5.07 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 4.97 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 4.74 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 4.56 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 4.52 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 4.52 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 4.35 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 4.34 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 4.33 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 4.21 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 4.02 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 4.02 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 3.94 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 3.47 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 3.22 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 3.22 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 3.16 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 2.91 | Not recorded | 68fa711d1e209131cea4f30c | ### MPS-VAS ANT: 6.75. Result ID: 6991b2273a6c31484909f7d8. [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: 6.44. Result ID: 6991b2273a6c31484909f7d5. [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: 5.91. Result ID: 6991b2273a6c31484909f7d2. [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: 5.9. Result ID: 6991b2273a6c31484909f7cf. [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: 5.32. Result ID: 6991b2273a6c31484909f7d4. [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: 5.25. Result ID: 6991b2273a6c31484909f7c6. [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: 5.07. Result ID: 6991b2273a6c31484909f7c3. [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: 5.07. Result ID: 6991b2273a6c31484909f7c9. [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: 5.07. Result ID: 6991b2273a6c31484909f7ce. [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: 5.07. Result ID: 6991b2273a6c31484909f7d1. [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: 4.97. Result ID: 6991b2273a6c31484909f7cc. [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: 4.74. Result ID: 6991b2273a6c31484909f7c0. [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: 4.56. Result ID: 6991b2273a6c31484909f7c5. [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: 4.52. Result ID: 6991b2273a6c31484909f7d6. [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: 4.52. Result ID: 6991b2273a6c31484909f7d7. [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: 4.35. Result ID: 6991b2273a6c31484909f7c2. [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: 4.34. Result ID: 6991b2273a6c31484909f7c8. [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: 4.33. Result ID: 6991b2273a6c31484909f7d3. [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: 4.21. Result ID: 6991b2273a6c31484909f7cb. [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: 4.02. Result ID: 6991b2273a6c31484909f7cd. [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: 4.02. Result ID: 6991b2273a6c31484909f7d0. [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: 3.94. Result ID: 6991b2273a6c31484909f7bf. [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: 3.47. Result ID: 6991b2273a6c31484909f7c4. [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: 3.22. Result ID: 6991b2273a6c31484909f7c1. [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: 3.22. Result ID: 6991b2273a6c31484909f7c7. [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: 3.16. Result ID: 6991b2273a6c31484909f7ca. [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: 2.91. Result ID: 6991b2273a6c31484909f7be. [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.