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Hongwei Niu

2 accepted papers

2025

EOV-Seg: Efficient Open-Vocabulary Panoptic Segmentation

AAAI 2025technical

Open-vocabulary panoptic segmentation aims to segment and classify everything in diverse scenes across an unbounded vocabulary. Existing methods typically employ two-stage or single-stage framework. The two-stage framework involves cropping the image multiple times using masks generated by a mask ge…

2025

Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation

AAAI 2025technical

Domain Generalized Semantic Segmentation (DGSS) seeks to utilize source domain data exclusively to enhance the generalization of semantic segmentation across unknown target domains. Prevailing studies predominantly concentrate on feature normalization and domain randomization, these approaches exhib…