Nils Friederich, Philip Kohle, Maximilian Beichter, Mona Wellhäusser, Marcel Stahl, Pascal Zwick, Angelo Jovin Yamachui Sitcheu, Thomas Lautenschlager, David Exler, Linus Schilpp, Stephan Allgeier, Andreas Specker, Lennart Hilbert, Ralf Mikut · 2026 · arXiv (Cornell University)
DOI: 10.48550/arxiv.2610.22413 · cited by 0 works (OpenAlex) · open-access PDF
Model segmentasi kemungkinan mengubah satu kotak batas 3D menjadi masker instance. Posisi kotak, oleh karena itu, membatasi seberapa cepat volume mikroskopi dengan ribuan objek yang dicatat. Setiap kotak harus dicek dalam beberapa pemirsa yang disinkronkan, tetapi napari-bbox tidak berbagi status antara pemirsa. Sebuah edit harus memperbarui setiap pemirsa dan memperlambat dengan lebih banyak kotak. Napari-TurboBox sebaliknya memegang satu salinan bersama dari kotak untuk semua pemirsa. Dalam tata letak empat pemirsa, napari-TurboBox membutuhkan beberapa milisecond per gerakan mouse untuk memperbarui tiga pemirsa slice hingga $10^4 $ kotak. Pembaruan yang sama di napari-bbox meninggalkan anggaran 33 ms di luar sekitar $10^3 $ kotak dan mengambil 159 ms pada $104 $. Kotak tetap axis-al
Machine translation (Meta M2M100); the English original follows.
Promptable segmentation models turn one 3D bounding box into an instance mask. Box placement therefore limits how fast microscopy volumes with thousands of objects are annotated. Each box must be checked in several synchronized viewers, but napari-bbox shares no state between viewers. An edit must update every viewer and slows down with more boxes. napari-TurboBox instead holds one shared copy of the boxes for all viewers. In a four-viewer layout, napari-TurboBox needs a few milliseconds per mouse move to update the three slice viewers up to $10^4$ boxes. The same update in napari-bbox leaves the 33 ms budget beyond about $10^3$ boxes and takes 159 ms at $10^4$. Boxes stay axis-aligned and export to COCO and YOLO as per-slice 2D boxes. napari-TurboBox is a pure-Python plugin for napari 0.6.6 to 0.9. The code is available at https://github.com/N-Friederich/napari-turbobox under the Apache 2.0 licence, and version 0.1.0 is archived at https://doi.org/10.5281/zenodo.23090828 on Zenodo.
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Topics: Computer science, Minimum bounding box, Computer graphics (images), Annotation, Segmentation, Bounding overwatch
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