Public articles linked to the same research event.
arXiv COMPASS is an open-source Python pipeline that replaces OpenComet's threshold- and geometry-based comet localization with YOLOv11-based instance segmentation and adds auditable automated comet selection with optional manual review; on the public DeepComet benchmark it raises bounding-box mAPbb@[0.5:0.95] from 0.664 to 0.713 and mask mAPmask@[0.5:0.95] from 0.584 to 0.593 on the hard subset, on 15 out-of-sample bat and painted turtle images it reduces false positives from 130 to 6 while increasing true positives from 128 to 146, its automated selection reaches 0.986 precision and 0.858 recall, and across 141 matched comets its olive moment agrees with OpenComet at a Pearson correlation of 0.945.
COMPASS is an open-source Python pipeline that replaces OpenComet's threshold- and geometry-based comet localization with YOLOv11-based instance segmentation and adds auditable automated comet selection with optional manual review; on the public DeepComet benchmark it raises bounding-box mAPbb@[0.5:0.95] from 0.664 to 0.713 and mask mAPmask@[0.5:0.95] from 0.584 to 0.593 on the hard subset, on 15 out-of-sample bat and painted turtle images it reduces false positives from 130 to 6 while increasing true positives from 128 to 146, its automated selection reaches 0.986 precision and 0.858 recall, and across 141 matched comets its olive moment agrees with OpenComet at a Pearson correlation of 0.945.
COMPASS is an open-source Python pipeline that replaces OpenComet's threshold- and geometry-based comet localization with YOLOv11-based instance segmentation and adds auditable automated comet selection with optional manual review; on the public DeepComet benchmark it raises bounding-box mAPbb@[0.5:0.95] from 0.664 to 0.713 and mask mAPmask@[0.5:0.95] from 0.584 to 0.593 on the hard subset, on 15 out-of-sample bat and painted turtle images it reduces false positives from 130 to 6 while increasing true positives from 128 to 146, its automated selection reaches 0.986 precision and 0.858 recall, and across 141 matched comets its olive moment agrees with OpenComet at a Pearson correlation of 0.945.
COMPASS is an open-source Python pipeline that replaces OpenComet's threshold- and geometry-based comet localization with YOLOv11-based instance segmentation and adds auditable automated comet selection with optional manual review; on the public DeepComet benchmark it raises bounding-box mAPbb@[0.5:0.95] from 0.664 to 0.713 and mask mAPmask@[0.5:0.95] from 0.584 to 0.593 on the hard subset, on 15 out-of-sample bat and painted turtle images it reduces false positives from 130 to 6 while increasing true positives from 128 to 146, its automated selection reaches 0.986 precision and 0.858 recall, and across 141 matched comets its olive moment agrees with OpenComet at a Pearson correlation of 0.945.