Unsupervised object segmentation with slot attention: validation and challenges on real-world data

Traditional deep learning methods often have difficulty preserving object-level semantics because they usually encode the entire scene into a single holistic representation. Object-centric learning (OCL) addresses this limitation by decomposing the scene into individual object representations, makin...

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Bibliographic Details
Main Author: Wang, Xuan
Other Authors: Alex Chichung Kot
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2025
Subjects:
AI
Online Access:https://hdl.handle.net/10356/184371
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Institution: Nanyang Technological University
Language: English