# Visual Active Search on DOTA Helicopter (test) Source: [Visual Active Search on DOTA Helicopter (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:35.238Z Evaluation of Visual Active Search performance on the test split of the DOTA Helicopter 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 Helicopter (test) | | Metric | ANT | | Unit | PERCENT | | 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: PERCENT. ## Recorded results | Method | ANT | Result date | Report paper | | --- | --- | --- | --- | | MPS-VAS | 167 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 149 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 137 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 121 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 119 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 118 | Not recorded | 68fa711d1e209131cea4f30c | | MPS-VAS | 110 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 97 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 97 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 96 | Not recorded | 68fa711d1e209131cea4f30c | | PSVAS | 95 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 89 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 88 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 87 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 86 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 82 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 82 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 81 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 78 | Not recorded | 68fa711d1e209131cea4f30c | | E2EVAS | 78 | Not recorded | 68fa711d1e209131cea4f30c | | OnlineTTA | 78 | Not recorded | 68fa711d1e209131cea4f30c | | GS | 75 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 73 | Not recorded | 68fa711d1e209131cea4f30c | | GC | 71 | Not recorded | 68fa711d1e209131cea4f30c | | AL | 70 | Not recorded | 68fa711d1e209131cea4f30c | | AS | 68 | Not recorded | 68fa711d1e209131cea4f30c | | Random | 66 | Not recorded | 68fa711d1e209131cea4f30c | ### MPS-VAS ANT: 167. Result ID: 6991b2273a6c31484909f7bd. [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: 149. Result ID: 6991b2273a6c31484909f7ba. [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: 137. Result ID: 6991b2273a6c31484909f7bc. [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: 121. Result ID: 6991b2273a6c31484909f7b9. [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: 119. Result ID: 6991b2273a6c31484909f7b7. [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: 118. Result ID: 6991b2273a6c31484909f7b4. [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: 110. Result ID: 6991b2273a6c31484909f7bb. [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: 97. Result ID: 6991b2273a6c31484909f7ab. [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: 97. Result ID: 6991b2273a6c31484909f7b6. [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: 96. Result ID: 6991b2273a6c31484909f7b3. [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: 95. Result ID: 6991b2273a6c31484909f7b8. [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: 89. Result ID: 6991b2273a6c31484909f7a8. [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: 88. Result ID: 6991b2273a6c31484909f7ae. [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: 87. Result ID: 6991b2273a6c31484909f7aa. [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: 86. Result ID: 6991b2273a6c31484909f7b1. [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: 82. Result ID: 6991b2273a6c31484909f7a5. [Reporting 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: 82. Result ID: 6991b2273a6c31484909f7a7. [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: 81. Result ID: 6991b2273a6c31484909f7ad. [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: 78. Result ID: 6991b2273a6c31484909f7b0. [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: 78. Result ID: 6991b2273a6c31484909f7b2. [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: 78. Result ID: 6991b2273a6c31484909f7b5. [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: 75. Result ID: 6991b2273a6c31484909f7a9. [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: 73. Result ID: 6991b2273a6c31484909f7a4. [Reporting 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: 71. Result ID: 6991b2273a6c31484909f7a6. [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: 70. Result ID: 6991b2273a6c31484909f7ac. [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: 68. Result ID: 6991b2273a6c31484909f7af. [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: 66. Result ID: 6991b2273a6c31484909f7a3. [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. 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