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cs.CV2026
ZeroDSS: Semantic Segmentation from Class Names Alone
Tian Ming, Marzi Heidari, Yuhong Guo
Semantic segmentation depends heavily on real images with pixel-level annotations, making dense supervision a major obstacle to deployment in new domains. We study task-specific da…
cs.LG2026
Bi-Level Optimization for Single Domain Generalization
Marzi Heidari, Hanping Zhang, Hao Yan +1
Generalizing from a single labeled source domain to unseen target domains, without access to any target data during training, remains a fundamental challenge in robust machine lear…