2 papers
cs.CV2026
IP-SAM: Rethinking Prompt-Conditioned Segmentation for Prompt-Absent Deployment
Huiyao Zhang, Jin Bai, Rui Guo +3
Prompt-conditioned foundation segmenters have emerged as a dominant paradigm for image segmentation, where explicit spatial prompts(e.g., points, boxes, masks) guide mask decoding.…
cs.CV2026
Bridging the Geometry Mismatch: Frequency-Aware Anisotropic Serialization for Thin-Structure SSMs
Jin Bai, Huiyao Zhang, Qi Wen +4
The segmentation of thin linear structures is inherently topology allowbreak-critical, where minor local errors can sever long-range connectivity. While recent State-Space Models (…