Stronger Fewer & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation

Z Wei, L Chen, Y Jin, X Ma, T Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
In this paper we first assess and harness various Vision Foundation Models (VFMs) in the
context of Domain Generalized Semantic Segmentation (DGSS). Driven by the motivation …

Nighttime image semantic segmentation with retinex theory

Z Sun, H Zhu, X Xiao, Y Gu, Y Xu - Image and Vision Computing, 2024 - Elsevier
Nighttime image semantic segmentation is challenging due to low-light and diverse lighting
conditions. A straightforward solution is to first enhance nighttime scene images to resemble …

PIG: Prompt Images Guidance for Night-Time Scene Parsing

Z Xie, R Qiu, S Wang, X Tan, Y Xie, L Ma - arXiv preprint arXiv:2406.10531, 2024 - arxiv.org
Night-time scene parsing aims to extract pixel-level semantic information in night images,
aiding downstream tasks in understanding scene object distribution. Due to limited labeled …