Szczegóły publikacji
Opis bibliograficzny
Interactive semi-automatic labeling of point clouds using transformer-based descriptors / Patryk Najgebauer, Rafał SCHERER, Jakub Walczak, Adam Wojciechowski // W: ISD2025 [Dokument elektroniczny] : [33rd international conference on Information Systems Development] : September 3-5, 2025, Belgrade, Serbia] : empowering the interdisciplinary role of ISD in addressing contemporary issues in digital transformation: how data science and generative AI contributes to ISD? : proceedings / eds. I. Luković, [et al.]. — Wersja do Windows. — Dane tekstowe. — Gdańsk : University of Gdańsk ; Belgrade : University of Belgrade, 2025. — ( Proceedings of the International Conference on Information Systems Development ; ISSN 2938-5202 ). — e-ISBN: 978-83-972632-1-5. — S. [1–4]. — Wymagania systemowe: Adobe Reader. — Tryb dostępu: https://aisel.aisnet.org/cgi/viewcontent.cgi?article=1744&con... [2025-12-04]. — Bibliogr. s. [4], Abstr. — R. Scherer - dod. afiliacja: Czestochowa University of Technology Faculty of Computer Science and Artificial Intelligence, Czestochowa, Poland ; Center of Excellence in Artificial Intelligence
Autorzy (4)
- Najgebauer Patryk
- AGHScherer Rafał
- Walczak Jakub
- Wojciechowski Adam
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 164725 |
|---|---|
| Data dodania do BaDAP | 2025-12-15 |
| DOI | 10.62036/ISD.2025.65 |
| Rok publikacji | 2025 |
| Typ publikacji | materiały konferencyjne (aut.) |
| Otwarty dostęp |  |
| Wydawca | Uniwersytet Gdański |
| Konferencja | International Conference on Information Systems Development 2025 |
| Czasopismo/seria | Proceedings of the International Conference on Information Systems Development |
Abstract
This paper presents a descriptor-based method for labeling point clouds using a two-stage transformer architecture. The first stage consists of an encoder that extracts descriptors from point cloud fragments. The second stage, a decoder, assigns labels to these fragments based on both the descriptor of the current fragment and an earlier predefined pattern descriptor. This approach functions as an interactive labeling tool similar to a brush, with the ability to reinforce or weaken the pattern through direct manipulation of its descriptor.
