# Semantic Segmentation on EXPo Drone-to-Vehicle target v1 (test) Source: [Semantic Segmentation on EXPo Drone-to-Vehicle target v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:45.017Z Evaluation of Semantic Segmentation performance on the test split of the EXPo Drone-to-Vehicle target v1 dataset, reporting overall metrics (Acc, mAcc, mIoU, fIoU) and per-class metrics for 11 categories including road, car, ground, and building. 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 | Semantic Segmentation | | Dataset (including any stated split) | EXPo Drone-to-Vehicle target v1 (test) | | Metric | Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Acc](): Higher is better; unit: PERCENT. - [mAcc](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. - [fIoU](): Higher is better; unit: PERCENT. - [IoU (ground)](): Higher is better; unit: PERCENT. - [IoU (building)](): Higher is better; unit: PERCENT. - [IoU (fence)](): Higher is better; unit: PERCENT. - [IoU (person)](): Higher is better; unit: PERCENT. - [IoU (pole)](): Higher is better; unit: PERCENT. - [IoU (road)](): Higher is better; unit: PERCENT. - [IoU (sidewalk)](): Higher is better; unit: PERCENT. - [IoU (veg)](): Higher is better; unit: PERCENT. - [IoU (car)](): Higher is better; unit: PERCENT. - [IoU (wall)](): Higher is better; unit: PERCENT. - [IoU (sign)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc | Result date | Report paper | | --- | --- | --- | --- | | Target | 86.12 | Not recorded | 68fa779f1e209131cea746f8 | | EventFly | 75.5 | Not recorded | 68fa779f1e209131cea746f8 | | MIC | 72.46 | Not recorded | 68fa779f1e209131cea746f8 | | PLSR | 72.46 | Not recorded | 68fa779f1e209131cea746f8 | | DACS | 71.78 | Not recorded | 68fa779f1e209131cea746f8 | | AdaptSegNet | 68.29 | Not recorded | 68fa779f1e209131cea746f8 | | Source-Only | 57.91 | Not recorded | 68fa779f1e209131cea746f8 | ### Target Acc: 86.12. Result ID: 6995561f3badfaffe646aa7f. [Reporting paper]() Recorded evaluation configuration: {"adaptation\_mode":"supervised","training\_source":"vehicle ground truth"}. This record does not assert independent reproduction. ### EventFly Acc: 75.5. Result ID: 6995561f3badfaffe646aa7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation\_mode":"UDA","source":"drone","target":"vehicle"}. This record does not assert independent reproduction. ### MIC Acc: 72.46. Result ID: 6995561f3badfaffe646aa7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation\_mode":"UDA","source":"drone","target":"vehicle"}. This record does not assert independent reproduction. ### PLSR Acc: 72.46. Result ID: 6995561f3badfaffe646aa7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation\_mode":"UDA","source":"drone","target":"vehicle"}. This record does not assert independent reproduction. ### DACS Acc: 71.78. Result ID: 6995561f3badfaffe646aa7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation\_mode":"UDA","source":"drone","target":"vehicle"}. This record does not assert independent reproduction. ### AdaptSegNet Acc: 68.29. Result ID: 6995561f3badfaffe646aa7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"adaptation\_mode":"UDA","source":"drone","target":"vehicle"}. This record does not assert independent reproduction. ### Source-Only Acc: 57.91. Result ID: 6995561f3badfaffe646aa79. [Reporting paper]() Recorded evaluation configuration: {"adaptation\_mode":"none","training\_source":"drone"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.