2 papers
cs.CV2026
MARS-CLIP: Multi-Resolution and Attention Refined Zero-Shot Image Segmentation
Nagito Saito, Shintaro Ito, Koichi Ito +1
Contrastive Language-Image Pre-training (CLIP) has demonstrated impressive capabilities in zero-shot transfer but often struggles with dense prediction tasks due to low spatial res…
cs.CV2025
Zero-Shot Pseudo Labels Generation Using SAM and CLIP for Semi-Supervised Semantic Segmentation
Nagito Saito, Shintaro Ito, Koichi Ito +1
Semantic segmentation is a fundamental task in medical image analysis and autonomous driving and has a problem with the high cost of annotating the labels required in training. To…