# Passive Ranging on DARPA Invisible Headlights Grass (20 x 40 representative patch) Source: [Passive Ranging on DARPA Invisible Headlights Grass (20 x 40 representative patch)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:33:41.474Z Evaluation of Passive Ranging performance on the DARPA Invisible Headlights Grass dataset, specifically using 20x40 representative patches, measured by Mean, Median, and Standard Deviation Distance. 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 | Passive Ranging | | Dataset (including any stated split) | DARPA Invisible Headlights Grass (20 x 40 representative patch) | | Metric | Mean Distance (m) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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 - [Mean Distance (m)](): Lower is better; unit: SCALAR. - [Std Dev Distance (m)](): Lower is better; unit: SCALAR. - [Median Distance (m)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Mean Distance (m) | Result date | Report paper | | --- | --- | --- | --- | | ADER 20-band | 34.85 | Not recorded | 6a449f17e0224bd4f4993233 | | ADER full-band | 35.45 | Not recorded | 6a449f17e0224bd4f4993233 | | HS baseline (reproduced) | 39.73 | Not recorded | 6a449f17e0224bd4f4993233 | | HS baseline (reported) | 48.5 | Not recorded | 6a449f17e0224bd4f4993233 | ### ADER 20-band Mean Distance (m): 34.85. Result ID: 6a44d0e473d097d845bf82db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Spectral Bands":"20","Runtime":"56.23 s"}. This record does not assert independent reproduction. ### ADER full-band Mean Distance (m): 35.45. Result ID: 6a44d0e473d097d845bf82da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Spectral Bands":"256","Runtime":"77.2 s"}. This record does not assert independent reproduction. ### HS baseline (reproduced) Mean Distance (m): 39.73. Result ID: 6a44d0e473d097d845bf82dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation Source":"reproduced","Runtime":"167.79 min"}. This record does not assert independent reproduction. ### HS baseline (reported) Mean Distance (m): 48.5. Result ID: 6a44d0e473d097d845bf82dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation Source":"reported"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.