# Passive Ranging on DARPA Invisible Headlights Foreground tree (20 x 40 representative patch) Source: [Passive Ranging on DARPA Invisible Headlights Foreground tree (20 x 40 representative patch)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:33:41.492Z Evaluation of Passive Ranging performance using the DARPA Invisible Headlights dataset, specifically focusing on 20 x 40 representative patches of the Foreground tree, measured by Mean, Median, and Standard Deviation of 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 Foreground tree (20 x 40 representative patch) | | Metric | Mean Distance (m) | | Unit | SCALAR | | Direction | Higher 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)](): Higher is better; unit: SCALAR. - [Std Dev Distance (m)](): Lower is better; unit: SCALAR. - [Median Distance (m)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Distance (m) | Result date | Report paper | | --- | --- | --- | --- | | HS baseline (reproduced) | 83.67 | Not recorded | 6a449f17e0224bd4f4993233 | | HS baseline (reported) | 76 | Not recorded | 6a449f17e0224bd4f4993233 | | ADER 20-band | 61.05 | Not recorded | 6a449f17e0224bd4f4993233 | | ADER full-band | 56.11 | Not recorded | 6a449f17e0224bd4f4993233 | ### HS baseline (reproduced) Mean Distance (m): 83.67. Result ID: 6a44d0e473d097d845bf82e2. [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): 76. Result ID: 6a44d0e473d097d845bf82e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Implementation Source":"reported"}. This record does not assert independent reproduction. ### ADER 20-band Mean Distance (m): 61.05. Result ID: 6a44d0e473d097d845bf82e0. [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): 56.11. Result ID: 6a44d0e473d097d845bf82df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Spectral Bands":"256","Runtime":"77.2 s"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.