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Jianjian Yin

2 accepted papers

2026

PCA-Seg: Revisiting Cost Aggregation for Open-Vocabulary Semantic and Part Segmentation

CVPR 2026

Recent advances in vision-language models (VLMs) have garnered substantial attention in open-vocabulary semantic and part segmentation (OSPS). However, existing methods extract image-text alignment cues from cost volumes through a serial structure of spatial and class aggregations, leading to knowle

Cited by 0SourcecodeScholar
2025

Uncertainty-Participation Context Consistency Learning for Semi-supervised Semantic Segmentation

ICASSP 2025accepted

Semi-supervised semantic segmentation has attracted considerable attention for its ability to mitigate the reliance on extensive labeled data. However, existing consistency regularization methods only utilize high certain pixels with prediction confidence surpassing a fixed threshold for training, f…

Cited by 0SourceScholar