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Decoupled decoder with Gaussian prototypes for weakly-supervised semantic segmentation

delete2026-09-19
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PRE
AI
L
Lingma Sun
李军 cover
李军 (Jun Li)
X
Xianghu Lv
Z
Ziyang Wang
王
王晓峰 (Xiaofeng Wang)
L
Le Zou *
DOI:10.1016/j.eswa.2026.134478delete
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Abstract

Abstract

En 中文
• We propose a decoupled decoder to reduce interference between CLIP and DINO features. • We design a novel Gaussian Prototype Module to model class-wise feature distributions. • We present a novel single-stage framework for weakly supervised semantic segmentation.
Keywords:
Weakly supervised semantic segmentation
CLIP
DINO
Gaussian prototype
Decoupled decoder

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
3.0W
Citations:
10.2W

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